{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 576x720 with 2 Axes>",
      "image/png": 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YZcxZ9izN9b76s9b7MkXdDnHzIU1/JLEG87bPV4a2yVd+mjYv+n1U3fZ7BQx0QdEdpMHD1AGNRgONRgOdTgebm5vY2NhAs9l07ihNXGCwsYINDT4mwOHzUAfZrCaN37EGluoXmyGqz8nYQuqgwWDgzkui6wzAjBuOz0xXljXw9D1E9bUP0Pq+i5J51ya9L+v8yMpEx82DNHJrAE6aBsfRa2nKmcc1FfUi4yyyqM+sC2QVMo+lqIxJEASYTqc4PDzEJ598gg8++ACPHz/G/v6+CxxmdgDrGo1G11w9Z2dnM4G76vdmFhOVEcGUpcutS2symcz41TVFnewLFU6xWMR0OkW5XEYYhuh2u+7ZxuMxCoUCTk5OUC6XkcvlcPfu3ZnMikXBzU0A2yws46oYxaQF9zaKHWf6uY8J892ftJhk6YusAClt2WnLjdOL8wBfmwk1mUxmgnmn0ykAuKzGer2OdrvtWNdms+kSDMjWEhBpmriCG2ZB6U8UiNXvVHfY2DtlfVTvAJi5j24yxgjWajXHSCkw4mcEZ9R7Gieofb0oO5MV7Np64wympDGzDJBs64szrKLk1gCc2yhx9O9tlLTt8i1KYRji5OQEBwcHePToET7++GMcHBzg+PgYvV4Po9EIYRi6QDngypqxgXg6+QlieI2mkqsFxTYonc1nUsCjAX6WstT9LxhrQ/96r9dz/+fzedTrdTSbTWxubuLk5ASbm5sO5OVyOZydnWXeC+e2iE8ZpQFc84wfX31Rn90GSbOYR30Xx8xmAXrzLFxZ7km6dh4wlgR0aFjwN2NruE2Dum7Uldxut7G+vo5Wq4VqterYGs5VsjyaKs7PmbRAcON7Tp+LiP2jKdw+Jo/fqWtLv9MMLtZTKBSQy+VQKpXctRrjo4BH9aE99Tuqry27GDcu51mn5nEDLePeRSTuOT+TAMenfFdF1+m9LwP4cJJYP65aBPzc93zn5+fo9Xo4OTnB48eP8fDhQ/cznU69qN63w6jSrL5N/wgetH2qQJSRsc9HUYbFvldtB/uEjA0V49raGgaDAcrlMjY2NpDP590eOP1+3wUush4qKat82IYopaj9s4wxkXaxsu9YAfmiluAqr79JibNK09yblpJPcitkHRu31agCrua4Zh9NJhOXjED3URAEjq1ZX19Hp9NBp9NBu912e1ABmHH5aPCv/VGdYRkbwD83fEkPsQuk7G3jY5gV5Og2G3R7AbjG5vD9EwgyKFnjFPV/nzGaJHFANInZW2T+2jKWNW7nYW+AWwRwsrIjcRZkWovSToh5XUhZFF+adkVd67uG2UFkVjjp8/m8m8yWuuVn3K/mRz/6Eb73ve/h008/RbfbdVaF0qc6KVVJsJ2c6LyO7iRep+DHbrtuGSGWRwWhCjQIrjYdtArO1qU7LitzdHZ2hlKphHq9jsFggFwuh4ODA+zu7rrYIbJPuscOy6VyJT1tFRKtT93hme31paD7LP80oMS+zyQlkIZ1SWPd+57hZVlv84jtM471qGvnYU58fR3VRz5AtOjCEKXv0lyXRthm9p8GDjPORjfU5LYPW1tb2NnZQafTQaPRQLVaxdramktgUHcWwY0yxbq7sbbfBwTi/tb/bUyNfUbVKbYPlLEmyGE2J9kcgiTVqQQ3Om9V1yqIsmPJx9LEAYusczMJnKTRS7wuy/xJAl6+a5O29Lg1AIcSp2TTTtB56F/+nhcpZpWkwZZmMBJwlEqlmcnDAFkuxsDVwp/L5XB8fIwPP/wQv/u7v4t33nkH+/v712hejYtRRcaFXRkKTmS7m7HPglIritfooqD1+lxVquyi3n0Ui6HKY29vD9PpFI1GA81mEx999BGm0ym2trbQarXQbredr5xp6nwuBZMElwCuPRcVngIxCw6jJmpSDFCWBTGOTUiSODbiVRa7uC2LbcuqP3R8LsIuzSvzvl+d68wkImPD7KNisYiNjQ3H2DBwuF6vu3lxdnaG09NT9Pt9lyquAcM6pziP2G79rdfY56PYzfVUJ0WBfx8I8glBGsEO4w+5HQW3piiVSm7fHD4rAU+pVJqJ+dFwADtOrAGkzxEF9uwzxV0zr8SN+TTAKI2BFfe5lVsHcAB/kNPLqCtK6S2bfltErE9XWYbLy0tUKhUAz3fsPT09xb/8l/8Sv/M7v4ODgwP0+30Mh0NMJpNrQMCyJ/aZlZ1Ry0qZDc1k4LU+lox1afs1E8KXQq4TOmo/Hf5PUSW1traG4XCIDz74wGV73b9/H5VKBblczikgAI5GZoZVPp93lqUCSq2P7bIsk+5/oe3xZX1ESdS8yMpqRt3r+y7N/Tc5bxcVtb5XNY+TQGhSvTfVl1kYKo5nTaUeDAbo9XoO2BQKBayvr+Pu3bvY3t5Gu91GvV53c+vi4gKDwcC5sfi3up+j4ux87Y2aN0lziPep4aN1++qIMp4Ixvh81MecE/l8HtVq1Rl4vV4PZ2dnGA6HMwkSejQOf/va7QM3Uc+4CAng6+uo8pZlIKRliIBk4HkrAQ6wHIZjnrp8ltRtADJRQgBgXVSkSs/OztDtdvH48WO88847+OEPf4jj42MXrBeGoTtLyk54VTI+q4F/axAxLRjg+qJNIKLgyGeJWLZD77Fl+YCPbZ8CK20P+6ZeryOfz6Pb7aJWq6FUKrkMDgUwpJoJbrhPj90rg2IVpe7b4Ys1mnecpQU2i4xja/kuCohum/j6MCsgWUYbVtVvWZgOnyj7SgaCrigu1vl83u1Zs7u7i93dXbcXFecN76Mbin/zCBVtS9zCbcXnyrESpc/svb52WIlikNR9Rje9gpZqteqyO3W/HLI4rEvd8axHy44KRJ6HBbTPmWacx+mANMxQ0ndRzGZWubUAJ0puyqJ5mSzNPC9VBwX/vri4wCeffIKHDx/io48+wrvvvou9vT0AV5Odi7i6TlhGmjopnMRsu/Uv83ofuIkCOPb7JCDhc43ZvlSwc3FxgdFohG63i3w+jydPnjjlUywW0W63XeBxqVRy/TUajVAqlWb280nqNz6HDYZO6tus4y+OSVl0TNuFJwnk3EbxgXQfkLkJPeOzxF+WpDEoCW6YHUW31HQ6RbFYxPr6OjY2NrC1tYXt7W20Wi2nWwhoGJtDA0sNLcukpGmn6gjLZlsGSHWEvT/qM19bkuI+2AYCQTIzdFMxgyyXyzlWi/2kAdV0VfmOpkmSeQybNPpI//bpE7sGzTums4CcuO9eOYCzTInruFUq6LgXEmUZxJUVhqFLa6afeTqdYm9vD9/5znfw4x//GE+fPnVnMaki0NTrKFeQrc/2m26IpQGHdNHoM9m/o6wlAi/93BcMSHCjmU3WZRUFpqiEut0uisUiPvjgA+zt7Tnw8uabb2JjY8NtGEhFc35+7nZTBTBDret7TGMV89osiiCp3JfFoLyKzA2QjpFaZd2rliT2Jk6UUSC46fV6M0ClVCphZ2cHd+7cwc7ODtbX11Gr1RCGoYvJGY1GLmVc961Rd45ts9U11ohRYKO6SzMd4/rEZ1xpf/nee9qxQD3IcsMwdPq5Wq0CAGq1Gi4uLhwLzE0CedwN28fYHss20a1l2+5j29NKHAPs+3+VkjQv08itBThxFuhtkXlQ8iqegQF9ypy8++67+If/8B/i8PDQHSRXKpUwHo+dRcE4mel0imq16jbxi7NqeS+fQ91jtMZIu1omTK0zZQH0WgUoNkBX41wsoLAZW6oMtVz+MPg6n89jOp263Ufr9ToajQaGwyE++ugjvPXWW9jd3cX29jbeeOMNtzkZ3X/sD+uOUmWr7dc9f+yz2OeZh0n0WbjzjNM4ua3sTBrxsYr6G1hePIGtY54yffcsEwzHLSLKejD1+/T0FN1u18Wn1et1vPHGG3jw4AG2trZcAPHZ2Rl6vd5M8DBj2ex4V+bGx77qGNbMxCi3lJ33PgPL/m9ZSR8rEdVHvmsUvGkMHg8IbTQaTvdVKhWEYYjT01McHR3N7N/FTE4akXT36bE6US7/LOMt7ZiyDI3eb3VNlHGcRRZdL28lwImy6lcly14AliFZBhwX9IuLCzx79gzf/e538Zu/+ZsYDocOsBSLRUwmEzdRlPVgwK3dv8ZXF9um74jWiqZGF4tFbwyOpkxTaB1apaJ7XdAC8mUiRaUtR4FkBkICz/3khULBnTCuKaoEMYeHhzg5OXG7lDJmic/K/opKqddFlMBK2+97hnmsbCurGMtxLM1tM0DiRMegXaSSmLWs/Rq1WCb116IWbJp7kxZvdS8NBgN0u12cn5+jWq2i3W7j7t27+NznPoeNjQ0XZ9Pr9RwTwQMro4JB45gUX//oXjP8rcaPLcM+ZxRgtHUq+PJdF/UstgxlmAl46K7SnZB5FAVwxSxzCwuKntvHtvFve3p5lCxrji4KvJcpcc89N8AJguA+gP8SwC6ASwDfDMPw/xEEwf8JwL8NYP/FpX8tDMNfW6SxWanvNNdaJkE/i0Kpq5Z567q8vMTp6Sl+8pOf4Ec/+hHeeecdDAYDBxp8Vqtv7xjLGtiYF51QWjcAB2pYV9xZML6FxbIsQRB408n1mbTP9Jl8lqHtXypKZlDx9HP+cOMxMlw8Nb1UKuHRo0fY3NxEp9NBtVp1vnNaV7TAuFGi7pOhz63PlmUhjQLkUUp9WeLrx5sAO6vQNVEKOu2zKRsZV3ac8ZRGry1bB6UBw8rcKLjp9Xq4uLhAs9l0QcS7u7vodDoIw9DF5GhsDsGNr/yk+tM8hw84+RhRH8PiAzb6t8/QjmJ5bBkUTZhgW3nWnQYWl8tlx9ZUKhW3szPL0LR56kUyORr/yOujmCXbziyAO015aSVrvfPKIgzOOYB/LwzD7wZB0ADwPwdB8OsvvvtPwjD8D7MUFmVx+65JW1bSNfN8l1Xmof70M52ACgR0gl5eXuLdd9/F97//fXzwwQc4OjqKZGDIuPgUgE5cC/yiXCb8bS0NPWuFVKyNqbFWkt0Dx3d91LtlP2j7lWHRvlXgo+nwKszqCMPnrrder4ePP/4Y+Xwe5XIZ/X4fJycnaDQa2NnZcftb8F6tiz9UaHFjU5WU/cwnWcax731HWcvzKrIVKaul6hpKnFXvm49xZcQtKGnuT1PXvOUmlW31Lg0UZjzRfXt+fo5arYbd3V288cYbbs+oIAhcujdjc5gZZdOlWb7O5ai2+tps9WHUd/qjm+zx+ygdqL+tgcTPoiSqbTYblPWTkbHu90KhgFqt5mJv+D0NLYYS6LPZZ7brRVybrd73ybzjOi1oWpVumRvghGH4BMCTF3/3giB4B8C9ect7UQ6A9J3pUw5RAMHeF4fub0rSKKG4l89Bv7+/j+9+97t4//330e12ZxZ3Rfs2/VvFph3qb/V1W+DB79l+m27Oe5Va1mcNw9C5dngNy1D3j1pB1iJUtoh1+oIMdXyxf3hcgwVTTPHM5XIYDAYAgF6vh0qlgo2NDZydnTmAUyqVsLGxgTAMZ7IfWD6fQxWd7z1HiVVSaRmfNMZCWuUS1ZabkGXrmqT2vyx9sAzJAkyjrqWBwj1uyMbk83lsbW3h/v372NnZQaPRcMefMPCYZ05pPJ/WZRfjNG2NAzx6jS2TY1UzMnmN7vLO9lEH+fZGSkrL9hkkFhwxlknrY/uAq5hDzZxSg48uQAU4qlN9z+Ob3/OM7zhAaSWNrvLdk9aYUEnKaFtKDE4QBG8B+HkA/xzALwP4S0EQ/FsAfgvPLa9jzz3fAPANANjY2Ehdl77AFVmLTpah6OZtZxAEbuHlYklEz0U0CAL0ej38o3/0j/Duu+9iNBoBwDUAomIVgU5CBRQEHnofr+FRCVQc3ABPz5wpFAoutZr3cyJz0WffcJ8ZXku/NIEGgxQZ+6KTmsBHlQLZI6uobLCyAiWrANXK6na7GI/H2N7exv3791Gr1ZySuby8xOHhoUv/5G6k+h7IEvX7fZTL5dj3nhbkZ7GQ9J5FLbSo61Y9F6X+t7CAruHGly8+T9XP8wLAZfXJTYFKBTfMlur1em5zy+3tbbz99ttuQ8wwDB2TORgMZoBNnOsoiZ20c9YCHGt06XVxhquCG6sHyTBT91hmRMGGbZdPVKcyCUH7WPUUdb3eR+OV+pGfa0KG9rUGHfM5WL+vH6LGU5rxviyWJ+p+nw6cl5BYGOAEQVAH8PcA/O/CMDwNguA/BfDvAwhf/P6PAPx5e18Yht8E8E0AePDgQWZNsCoGZhWKJErh+Sxzfs5APqZVMjOBUfjM8vn1X/91fP/733cLOhdlZgcBV8DFZ+X4rAxOGkXH/J+BuBokp+CGsTjFYtFt/qUTlO2gktHgXAU+elYLgctkMkG1WnXnbFFR1Gq1a8GGGrCne/5oQDbBmT6jKvkwvNpZdDqd4vT0FB988AEKhYLb0KxSqWAymeDo6MilfDL9kwsDyyYwsu/bN1a0r/T3Khe6KIVi5abAjJVl6JpOp5O58b5+WRR0rKoPfeMkLUjjmJ1MJu4AXh5nsrOzg7fffhtvvfWWS1gYDAY4PT3FYDCYSf22xpM1HPQ7G9enOtDHMnPOWpc4dYnGBCqDzDbwe+s2op7SYF/2h22Db7sK2++qb3xZnXptVP9QrEGmsTtkhTS7TPvXbv9hy9a2+t5B3HUqWedCGlZJ64sqPyp4nbIQwAmCoIDnCue/CsPw779o1DP5/j8D8N8tUoepDy/qiL3mZSngJMlC1wVBgMFg4PZOuLy8dHEeFxcXeOedd/Ctb30L77zzjptAOplYF8GBjxq2yge4fjSDXqduF95DXzsZFE6w8Xjs2k7lAWAGuLBsuxuw1s16crkc2u02gOfgpVwuO2WjO4Lq/VGDP4omtwoHuIrFuby8dExOPp/HwcEBarXazInIg8EAJycnKBaLLmWWbfdZnVGiStSOmUUX1ihQZZlROy58fZO2/GXIsnSNb2xFXZP0LNpPNyVp6/ItWnELFoH9eDx2rMx0OkWz2cTdu3dx//59vPHGGyiVSs4lxX1byDT4FntfHyroiMqA9Bkmdh7xOh8zxPp95QfCqup1aiQxM5Rp7XqtfRZ9VmVu9Fmjxgrbbbfn0D3NqH/YFptdahkbH7vliyey7bDfrWpsL9toi2vjIllUAYD/HMA7YRj+x/L5nfC5zxwA/jUAP5i3jjnatNALWaV1nFXsKdYELmEY4oc//CG+973v4cMPP3TggmyBKiw9FJOf8ceCxahJrIrIpkHrBLPl0RritbSYVGmRDiY7Zd1HAFyWAMvk9ayLe0Mo66IKUt1fZKZsH9hnZf3qp1eLiewYwU+j0bimjJ89e4bz83PXXrrs9B2p6GRPskpWLXYevex58bJ0zaJgUiUtO3bTopk9uiHf2dkZqtUqdnZ23JlSZCvpumLMTVxCg28sWTBg26OLvi7MUUaCjdkDZl0znO8amGuZIwAzOoSAQsGElqnAw7ZNkyZszKFlcRRQaegBDT89iZzMNdlyioYxxAEZ1umL2eHfyxjvcePbt96kKWvedi3C4PwygH8TwO8EQfC9F5/9NQB/JgiCn8Nz2vgjAP/OAnV4xQdkFn0xy0CRyxgcWgYDYLlQc5+b733ve3jvvfdweno6Yx3Y9iiVmaZtOpjUMrGTR60ra/kQCHExV1ChE183rqL1YtkjghsFe/xfAxjVVaZghqLts8+ojJc+s8YR6KQkZa0urOPjY5RKJVSrVVQqFccqUfkHQeDcjGyPtS6jGBP9Tt/Tsq0rVYpJ4OYlLNYvTddEza2sc31Z7yxLGT5Dxn7PxdueDbW2toaNjQ0HbhqNBsLwecxNv9/HaDTCdDqdAQ3axrj2RwEca4j5RF3nlr3xzSsFENQZVp9xXuu11qjRuuNYKZZLnaSGqfaTZaxV11iDUssiwKGO0efks/hYK+03HRdZx+TLAufzrq+LZFH9/wD4aky9580iskyrclllpXkJSd9rGXQHMaPh7OwM3/72t/HDH/4QvV7PBR4DmNl8Ti0LH1uRxCCo5eVbzLjIW2aJE5O7JCuTAlwxMFbBaLt04uXz+ZmgXQVLrOvy8hKj0cgxQhocqErDB270FF+b4aTATS00Khb2cbfbxWAwcBuaDQYD1Go1PHjwwG0eSMuQQYF27wqtJ2ncZLWAfGXE3Z+13GUDLZ8sU9fMM9eX9XwvY3GIe8+cF9yziUcphGGIZrOJ+/fv4969e2g2m8jlci7mhsyNNZ6SdAw/943DuHHtY54VdEQZLQpYfCyPZWujdIBttz0LirpHdZACFK3fGjD63OqW1lgiPlehUEClUnFATZlk/tBw9DHFNj7RJ7Z9USA0jUSxL/POg3lAzq3cyThK4h4wq+JfJkCy7VhG2VxI6eKYTCb4F//iX+Db3/42RqORmzCFQgHT6XQmDqVQKDiUT6DhO4IhCchYdxQ/YwYFJxUXbQbohWGIXq+HarXqJpwCH1UsNm1SMxnIYA0GA5yfn7sjEhQs6N4zGgtEZaKBj0HwfEdn1qe7OrP/LIBiO9Xlpf1EKrvf7+Ojjz5Cq9XC+vo6jo6O8PWvfx07OzuO1Tk5OXF/W2vQKt6olPJVAQofS+STl2XBrUrmYaiilL/esyr9ovUu411QzzAd/OLiApVKBW+88QbeeustdDodXF5euviyfr/vdAuf07ImKnFsTNR4U9Cvc04/Z9t1rvr6RfUWgGvxgFqOghR1x+sP9Zi222Zt2vGh7JFP19q1Sw006shCoTDj5q5UKu7A09FoNLNTMuuzIIftV9efttP3buYdx2nG5iJMcNp2vVIAB0gHcl62xLUxzQJFS4O7Wx4fH+PDDz/E97//ffR6vWuUKwENJygPamNsjmVntC2+34r0aU2oEtD6w/DqpFzSvPl8HtVq1QEWljEajTAYDK5lVlmfeBiGzr3Dfjg/P3cZZayToEoBA+l2DdIjO8J2Kl1MZRUEwQxooqJjX7JdqhwIoPL5PJ49e4Zms4l8Po/19XWsr6/jd3/3d/Hxxx9ja2sLOzs7bjsEy16poub3acaYvrO0Ejf+7OdJC2kaQHTbZFnttPPILtC+z+cpWxc/+64XBbucw3RPXVxcoFwuY2trC/fu3UOr1cLl5SWGw6E7foHxH3a8xi2Svr9VF/n6DrhiGtTw4Xz26TQf0NL9ZKIyOmkIUh/ojzU8crmc27Gc9/rS4pW5pt4kuGBZCmjsfapfLRulTLge80BWzbJY2nb2vRpYPtC1KED3lavf6W/WGVWOfq/X+bwAVm4dwFmW5ZNEzSbVEzVh07YviwXsK5MDs9frYX9/H0+fPsWzZ89mgAQnro+d0Ulj2QilVDkJ9BgBKgO9n/coa2IHnSoFtkWzEJjirn3BWBVVRLlczu2hQ4aHwIqByzZIkBaOtgWYBQt6lALbRUaHdTFzYjKZYDgczigG6/aj4iWln8vlcHx8jH6/j16vhzfeeAONRgMXFxd4/Pgxnj17hjfffBPlchmlUmlm8qoVmtX6SRK7SPrKt5Z2GiBk2/DTBnLSSNIinqU984AcX126aOqhjsViEY1GA+vr62i1WgAws5Oxxtxo+UngxteOuLbyt90J3fesqgt8oImfk61VBtnHGimYskwN9aLqOHVv2b8VXPC3BUIU3U5CY39oVGk7dP6tra05txWAGfCpIQtWX7IuH0BYBriJ+n9RZiir3BqAk2UCLEMWRalJ1m2a+rUc+zlZjF6vh4ODAzx9+hT9ft99ZycYF2EtRycWfzTWwzIoSucqm8LP+L9VDJrdxOvskQS8howLgBlgRTpV2RxaK6xD98tRS0wZJm0XMAtqCGbou1bARPZGwQ2peFUwqqTUQsrlcuh0Ori4uECv18OTJ0+wtbU10z7g+eGeABzjxpR3bXOUElyGzLuYWvDss8KylH+bZR7dkBVoLFOiyo5rj7IEHN/lchmNRgOtVsuxpsyq4nYQaSRpDPhAkeoofaYotlO/i9p92LI3PgaH5ahxpW1RQEgjSPWvfkf9QUNJjVB+r8Yhx5kGExN02HoV+Oi+N3Tla1iC1YfaT0D8jurLlKhxad9xnOGlYg3qNHry1gCcZYjtsKhr0kzAuM+t4s+i1OOoOwUPYfj88Lput4v9/X08fvzYLY6WkbF+ZksBW2WhA8pnHZGVYAwMJ7SyP1pnqVS6FlRs43JoEXGSsy08oVvbB8DF0yhAYXlka+wmfWpdchJXKpWZVG0+H6/ls4xGI4RhiLOzM4xGI5RKpZkT0lXZKPM1nU6xtraG0WiEBw8eoFKp4PDwEMfHxzg+Pka5XEa73Ua73cb6+vpMHWEYolKpOJC1KsWzKOuYpbybssxWLYsAtWUwvVFlLsN9oIs1GcsgCFCtVtFsNp2rdTweuxgPLp5AfDCxXYTStpXzXlkGyzpYVkTZFBsMbI0l/d9noFkDjnpP2RjLnrBM6iFlf7k3kNXV9h1QxwVB4PSTpqYrUOFnZ2dnLoOqWCyiUqnMGLz6rmzf8LNVGlFREjXWdVxnmQ9A8o7SnymAQ4miyNJMuqwU8DLaZ4UL5/n5OY6Pj/HkyRPs7e25RVAnICWKWeF3FLUOdHIr6CDAscqCn3H/FwIOsjBKjxK46HcMBA7DcMbnTXeNghmyKwyqy+fzqNVqM0HLDLqrVqvXgpd7vZ7bcblcLruMJrWmlAI+OTlBEAQuYLhSqTh6XoOXaTmxHiqpfr+PH/zgB7h79y7efPNNdDodfPLJJzg7O3MuqaOjI2xtbWFjY8P1+XA4xN7eHu7eveuO4iiVSjMpoLdBLCOon1t5lUDOsua2LScNEImq2yr7edoYda+yAYxrG4/HKJfLqNfraLfbzuBgVhXnLUVZiSgmW9kN+1w+HesLelVAouUoG6NxdbxH3VEKXKwLSe9hnfye7jhNaCCwUKOP+qtYLDq9PJ1OnQvcPquCKQU/3KGdRiB1PctR47NQKLi2TSYTZ4yqntZjHhhjxGe1MT9JcSy+95pFljXH5tErtwbgpGl81o66CbAyb7kWjNjyOFAfPXqETz/9FP1+3w1W6y6IKlMVEa9Vi0PZGx4zoIF95+fnKJVK7l5OPutO0qBkdVeVy2U3sQigqHhIra6traFWq6FWq80wLczUopuqVCo5RcL7eR3v1T4ZDofo9/sYj8cOjLHNzHrgGTHT6dQFVNIteHp6iouLCwwGA4Rh6BSJWl76PgiUPv30Uzx58gRf//rX8fnPfx6DwQA/+clPcHh4iF/4hV/A48eP8cknn+D+/fvY2tpCu912GwWy75PATdrxFrX4WJkH+Cddc5tBjr7HNOLrR+2zuM+j+iHt+1Ow42Nx4vSID5SyHKaFM3CYLGOz2XRHMTAdXMGNzndbJj+L+1zBixUymMq62HdFvUHdofFxlvWw7iDGHBGA2FO5qQfV1cR7NBhb52c+n0e5XHZJFewfbbcmESjAob6k7iXbrW5z1q96hkafGow0Kgm4dMNGfX/MGtX3aceKHUN2bPn0T5b1LwtbY0GxbWfSPL41AGcR8VmUUYolrmNvQinHKUQFJGtra/j444/x8ccf4+TkZEYh+KwjtQYAPzXJci2zw4mnwXP8TXZF/cdkWmydAByrUy6Xkc/nUa/XUS6XHRvD8gisqBB4Kjd/6vW6UwyFQsGVp4qAYEhBGJ+n0Whgc3PTZYfQuiKoIZii4up0Ojg/P8dwOES9XncHZwZBgE8++QT7+/sYjUYzFpb+qC88n8/jvffec9lTuVwOw+EQ3/rWt/AH/sAfcIHHjx49QhiG2N3ddX3H95I0FpNYlKhr4yRusbSf+yzzrPW9CjIvC7Pse+aRqLZzzJOhyeVyDuDQsNC4mzh3hi7kvoXHxwTb6zRuhLrNB4B4v8bckJXRgz59i56yu0xs0MVfDT3LnFhwpHqGnwGYAV1an93sVEHe2tqaKzMMQ7TbbdTrdafX2P+a3clylW1Xw/Ly8hKVSsUdgmrZrSS3Dp/Nt07xu0XJgjj2Tz+zgD6rbrk1AGeZNJZvwiXVs4hSzope08h0OsW7776L/f19nJ2dOVrSZx0BfgvJFyisW39by8ju/0DGhJObVCgtDJZJ9xDrpEVTq9XQarVQqVScm4hgxFoz5XIZlUrF1alBxrSS+LlukqeATZ+JoEM38qMLCLiiuTXQ+OzszMUTEVTxeu415FOcqrjZVgDO7cXyS6USHj9+jLfffnsmBbXb7aJSqcy8m5sQ37MsYx7e1AI+r8yrLClJAHQR1ibuel+7k5giez2B/mQycQCm1WphY2MDjUYDhULBua7oplHRAHu2L0rfqt5RFlXvIbDRg4G5EGusnMaUcM5pPAq3kNATthWIKCOkLA5BlRoXBBN2YSUrrZ/bAF7VB7Yf+FvZJup03Q8sn887g4/vgPcoG6PPCGBGNxcKBfcOuRks2029F6VnbspAiZoPWeZJUltvDcB5WbIKCy1Jksq8vHy+KRyPYyBCtxtTsSwFF3weKgg7ATQORa0luxkfALfA073EjQfp2+ZEYnYS769UKmi329jY2EC9XneghQFxvJbghb/J3tCqCcPQuaQ4ea1lZ0GdBjmrUlXXHkEZr+d1jCdi2wh2JpMJjo+P0e12Z5SFWmSaUprP59FqtXB4eIiDgwOUSiU0Gg00Gg08ffrULSi01I6Pj2c2N7wJBZMV6NvPFQy9iozNMkFOVF9kYdkWkSwMHYE+f3K5HJrNJjY2NlCr1RAEwcy+OCpqGEUBHcsu6/zwuZ003hCAY2d1fmomo6ZTE6jQFU2Xjbp1tA3qhlK2h0YQy+U9vt/WoLEshLJMrMsalDZx4fLy0u0gTRBVq9Uc660xQApy+D7ZZnXdA8/jevge2SfU73Fp92llWQaRii1Px1Ra3aTyUw1wXrZi1gkCXCmLs7MzvP/++9jb23MBvYrErdgJbNkRLuJkWjhYeI1mJZEaDYIA5XLZxaUwg4sKplqtol6vo1arYTqduqMjarUatre38cYbb8wctcDg2Xq97oCQpjeq64l9ws/scyiDw35TP7cqQU0zp3vJuugUrLFMdYcxm+3o6AiHh4cz96rSovU7HA6xs7ODL3/5y3j69Knbq2I8HuPtt992gIb9s729jcFggG6364I9s44jn6KJYvu0/b7rfeJzQcTJbWdxVLIwvTchccAprc7Se3XxpnuKG2kWi89Pvl9fX0exWHRBxz72hqIAhXNP55TqGDWe7Hwl0CDzosxppVJxCzvbovOeLNRgMHC7K9s2UV/oLsIa/6JgJC7QVo1HXqu61gINls977X46eryCgjzGOVYqFbRaLcfi6I7xque0PL6z6XTqMjMrlQqq1apL99f1w7JpWSSJMbSSZX5ZXeZjBbOAss80wLHKYVGlpZOX5S4yOHzghoDiW9/6lpv0nEAMqPPtR2EtC3VR8W9N0yZjoQCEC66eecL2aNr2/fv3XVAdlWW1WsXGxsaMsqQCJTNRq9VcQC3bxWA5unVoVTFwmG0IgtksK7VACAJ5/8XFhQNpDJbmOS2qoHgvLSx1j9GVtra2ht3dXZydneHo6Mh7gjJBE62lfD6PDz/8EF/60pfw1a9+Faenpzg5OUG9Xsf3v/993L9/H/V63WWvNJtNtNvtmUVh2W6qZYD5NGPdLqqvuqRlqVZhzS4idhHUhZTzOZ/PuwM16/W6275gNBpdCyy2ZVMn+eplPygTw++UXeFCTyaJCQN69lWv13Pf6/EtTF9nlqOCFGVJVNdaMGOZJwKYKFHdExVnY41Wu2EqP9OYIZZNQ7FYLKLZbDoWZzqdolQqzdRB0Eg9R4a5UCigXq9jZ2fHHZDKZ+z3+xgOh04vqzEZ99xWLEtp+9F3nUoa4ypqnYwrwyevBMBRS9v3YFFKKO5/nYi+DvSBIt9LiPouSmhR8O98Pu+QdRAEGAwG+NGPfoQnT54gCK62JWddVqlwQim4AeDcPJyQuukVLSWCD7qPeHYU7y+VSjg5OXELer1ex5e+9CU0Gg0Ui0Wcn5/jyZMnKJVKeOutt9But1GtVl3KJNkgu6EdswYI3hqNxkxao+6rA8wqFlWuNoia1/J/jhcqLu0j62JS9oYnnLfbbQyHQ2clfeELX8CjR4/c3jdk1pg+TlYqCAL0ej289957aDQa2N3dxebmJn784x/j4OAADx48wNHRES4uLrC+vu6ArCrHtCAnbqL7LK0kxWCtbP1MFbq93s6tl82OZpG07JSPKo8znnxKehEQNG8ZOt41KLZcLmNjYwPr6+tugeVp4nqgrn0ma0XrnNPfGmem4IbuFjI4ANy2EtxaYjQauSBZxvXR4OEZTOPx2CUMWCDFOBO2Rec29YlmXMUxOPqsNk5RF3frxrJrDD9j26iP+BlZqV6vh5OTE3Q6HReXSBCn54BRr1MXD4dDnJ6eOoOz0+m4ZA3ew/PGyB4p07+oxIGUqH71zY80ICmtvBIAxw6WKFmmBbUqJW1ZIB3owPOt0Z8+fXot1sMnep/1Cas1oZNXXUMEEqVSaWZDPCom9VHX63Xcu3cPGxsbLi5lMpm4eBvufqpWFgODqRT4oyBLAZzGAJE54iSmX9n3TPzcii7Etn9sP6nSU6XDvqnX69jc3MTm5qZLrdU+JihSapx73HQ6HXQ6HWxsbGA8HuP4+Bh37txBLpfDu+++i6985SszVDbbsAzJwrpkAelxhkbaem+rxNHklsFNEsukzNueZUgYhi72BngOKsgUEMTbtHALspUN0vZFzUeN1eHcILjRFG0mIhBonZ6eYjAYOADDuaHuGODKlaxsBPtcGRzgilFiqrRmbykjzO/UNa7PZfWI6uGod6UAR+c620lXfRiGGI/H6PV6GA6HzkCkMcr3wzrp0ms2m47tmkwmOD09xXQ6dckd1Wp1Zqdj39jwAXif+EBIlrFt61mlMfRKABwgnqZapIOSEOayxafw9P/xeIz9/X1vKp8dFNbip/gmN++n+4nghj7farXqmA4qDGYBcYG/e/euY1toiXU6Hezs7MwoGk5gC3AIIvg962OqqgZBK1PlszL0+S0I1M99fUWxbA+VhoIeuvII5La3t7G/v49erzcTQEgGRgPBLy4uXOxOtVrF9vY2ptMpjo6OsLu76xiyXq/ngGdWybp4ZlVGaev5rLmmKD79kFXfxBkovu+tEbQsIcBRdzPdIAQ+GnybhtHQOc3/9bfGplgGh+WUSiW3ESc3v+RGneriDsPQpXezDhpkdsG1813ns35HQ0bBjNXLSWyqAhyW6VubbL+RyaFepmHIPhgMBmg0GjNGKVkcghwCHG7SeH5+7s4OGwwGjrFStp7MfhTjskzjPg0YWiXj+8oAHCuLTv6oTl8GaIoTpTI5EdTaGQ6HODg4mKGCoxZwbSNZB5ZPJWbrKRQKqNVqbl+ZfP75yd+MqaGsra25k787nQ62t7fR6XQcfZzL5dxeM/T1qqJjHQputGxtl05wzRZT5aZifeAW7Gg/abv4v1psPsWo70pBYbPZxO7uLh4+fOiC9nK5nFscmIV1cXGB09NTl6r56aef4uzsDF//+tcBAE+ePEGv18OdO3fwxS9+EcfHx2i32+58Kj7vMmNxLOCLAyppLKtVWl23QW7y+eIYo0VEFyyOe7onOLdKpZLTF7q5XZa2K8jROaRZTeoiI4MDwLmu6b4muOG5e4yLC4LAsRMKSlTHad+xXfycbIcCG/aP/SwJzGh9+nkSyLcAh3XTQKJrn4Zuv993LLZmedKQom4jy7y+vu7aPh6PcXJyMnMMDnDFDtt3FdfWqO+XweL46ktTTto5cmsBTlKHpaWH0157U2KZFj6nZhQwWFWVEyeeb5GyfcVBroHJANyuwUzdJnio1+szJ33zuILLy0tsbm5id3fXuVe4qK+vrztgNJ1OZ+4PggCtVssBGY1N4USmsqWy0mypMAxd5pGlmC0lrAqMdVvR6+3eGL4xZgMIyWoxZmFra2vmME5NZaW11Ol0cHZ2hsPDQxe/dHh4iPX1dfzMz/wMTk9P8fjxY7z11lvY2NiYAWJZXFTzKhX7t+/anwaJMmzi+sb33bIYF1vmomLBjQUXZEaUvbF1J1nYQRDMsK/A7JEHqrdoDHCOkx1dW1tzQcO9Xs+5uAlKGJQMYGZLCwAzh0/aZ7cLun5uF1VrSCpDa/WL73pblgVPFAs2FMBo+nuv13MsDBNCKpWKyypj31I/1et192xPnz51hhO35mD8Et+X7l+WZaxFsVJR4tM5PhYnrp4oSdKTtxLgWAsySvn47okacD46LkvdyxId+PpcQXC1K6YviNM3IbWtmkbJialxPLSUGo2GAzSMMbHBxYVCAUdHRy7mhmnL5XIZ0+kUm5ubjkUJw9DtXKzuJ8uw8Hpeq9ad0tr8CcPnu6lqIF1UpL8yOBb82H6yoMa+Z/t+lAYuFotot9vY3NzE8fExBoOBUxjMSmGZDIjc2NjA2dkZDg4O8Iu/+ItYW1tDtVp172s8HrvDDfnelcWKG0e+cWX7RfvB12/6d5LlmoYBetUlSvH69IGPNfCVEbUgpNVV84g1jtSIsgHEXCz1kMao9vtYT93PinOB6eiqzzTon4wKDZvpdOoyo3S/FrZP5zJBAfvLggkNIKa72e47o+nWNmBYv/PF8ek1mgVlAZTe5+tPBU98XgJDsvn9ft+dtUeQQ/1JMDQYDJybSg/fPD09RbfbnQkHUObH937jxtOiklVnpJkLSWzjrQQ4VnyKOw6gZAE5N22p2sVVUTxR+2QySbSYopSpZXx4LV1RdB0pRc2N+nj/+fk5KpUKNjY2XPAxWRhaXWqtkQ1i20qlkmNmCK6sm4jtsjuAWvCnYv3c/K3AxrI1qqz0GrufhAJIWzeVMWORdDv1wWDg2ksLk9leDBDUuJxyuYzNzU1nyQ4GA6yvr6NUKnk3V/PJsqyfVYz9VxH8LFsPJLFjq26DrxwG9xLcaBalbnxn54X+7XOZKuDQDfPU5cXrNMVZA37ZNo0t0XnKdvjAoW+s+eJo+LmvrKg+s8aRlqO6hZ+pLtP7bZ+pe4igzyZicO+awWDgsqLI8vCHrBbBJFPG2b/cnoIuQN43nU5n3mnU8y9zTqTpb73WN/7mkVcC4FhJUqDLULI+pmXZYhda0rP0M6sVxuv1t7ZV/6ZlYS0eDnQFOAQrvJb3NRoNd3q3xscoS0MAo39rphQZDf1Mn0mZFp30fB6W65uECpSA2c24fP2kfagsjl6visheT1839+nQGCP2mboZdVNF3t/tdnH37l23iRlPK2cZCs6iJO1YTHPdKsf1a5lfsjLUUcLxpwsyF2LqAd1ni+M4bT0c16oX9Nw3ZYtsooFmayr4UqOM7fDpwCiXlF0YLeMUxWb6PreMpeouZYSsXmLfRLELCoZ4j+pUPhczxrhLMw/T1KBjtoMAVRlvZlNVq1VXD+/xtVll2XM4K+hPAjZJTCjllQQ4PpkH6dnBH3fdssQuzPx9fn6ObreL4+NjxwRYShXwsxj6uQIcls/JQ4qTbiLf0QcAnBuFSkgD4BhEy/J8IMP+KIWtE59tY0C0KpAgCK65pXz9phaQMjdRE1iVE+/3WXl6Lz8jC1av1x0APDk5cVbU2tqas6q4qzHH2OXlJZ48eYJf/MVfBPCc9er3+y4bi3sD8Rl8mzmq+ADaqiWJVbTtuo3i66+ktvqAtUqc7on7LouVuigYVQDDPa+YQWVdKkntsGPPBvvSdcJF116n+gC4YnusXvCJZR70M2CWpbEAx8ciqM5J6gcf+NNnSwIN2i5tH5/H9gs3XmRaPBNBeB1deXpel4YdAM/PuWOQtu4lpAw82+ubu0nAOu45016bJFHzI82ceOUATtxD2QUw7to4pWUH4TKFVo66Uy4vn59FcnR0hOPj42t7R0RZHGw72RK97uLiwsXZ6BboBDf8m6yNto8+38vLy2u7HZ+dnbngX91sTxdoteZUAZApUrZCgwX5POwbDYaMYnvU4vPF1+hnltlShiXK2iMA47PynBieLVUulzEcDhEEswd/9no9NBoNV9b5+TmePn2KcrnsFEy5XEa73Xb7CfG6JIkCN3FWjR3HaRRQFlrZXrMqdmhRycqARH2epRzVJ76ys5aXVazRw3iNer3ujmNRcBH1DpUFAq5SnTnmreuGoErnNPWAZZc0ndwHQKPAlF2U9TNfcLGWaftIn81eQ8ZIQZCCE1+b7RENqmctA8W+pM5lOjj3G7NHZ2hfah0EP9zk7+TkBCcnJwCAdrsNAJHBxVHAP47VSws8FtUt886PhQBOEAQfAegBuABwHobh7wuCYB3A3wHwFoCPAPwbYRgeZyk3ygpMS7v7QI61/LMsBssUDmxtx3Q6xWg0Qrfbxenp6cykZ3uiJj2ZFLIFpCsvLy/d4ZUaI0OgQ38tUT8Bkg5mWnjqD7cbalGB+WJpbFyLDciz1pMqPgI03/Nbhobla1C1BuxqmfzMiipQS+krUAqCwC0M7DdaRlRCpP0JkNjmyWSCb3/72/j9v//3o1arzQBZijJZUQGfUUrFt2haS9F3rU+B+VgKy3olXb9MWaauiVvokj7X731GUVydcUbTMkGOBVTKqpDBsRvrqXtK22TL1XmlrmcdH762AH43soIbOw/s9T5wo8AjimHRv6P0qO9506wDVpdrWT4d52OINXZJDVK6phgArlldOhcpLLtQKKDRaKDVarmDSPv9vosjjNMh2q64+W0/TwNQokC9BdU+YBX33uJkGdul/qEwDH8uDMPf9+L/vwLgN8Iw/CKA33jx/1JEB03cj++e2yI66HXxBGY3xbITHIgOjvNZFbQGFCgRDOmOxQQ/1qWkJ2vbSaqR/lax6I8qJLbNuq/ss+miTOHz6W/9saJxAXoPy/Qpc303qqTU8mTZpICZ3sp7NItE9/ugEt7Y2HDg07J0WkcaFiet+Pp3UUlTzorm3FJ1TdTCBlwfj76fKPEttPz/pnSRBTeaQWXnhw0wjiuT49zGxennPgAc9dzUJ5YVIjOkPz69oeXrfI3TKz7wRNHn8ukq+7n29SLvVsvVzQt9wdr6o4wY37Pqe9Updvf1qHAHX7/ZtkZJmnmh5aQBlfMAT8oqXFS/CuBXXvz9XwD4HwH85RXUs5CktZiyvNy09bJcgoAgCGZSNX116SSyk9BeHwTBDIvAHz01XK0vbQ/L1O3PfcpdB6cu/lFKyIIei9Ltdb57qYCj/PPWIrAWEz+3gMf3jizQ0Z9CoeAAjl0ktY9oMWu5DNym2PegZb0KsgzAtIAspGuW3XadF1HjK02daXVTlnZx8eP80Xg4BThRMSh2bkUZL9adzO98YgGVXeR9m3HqfWn6yJeunWXe2+f33e/7Lsv7s+yFPr8FgBb8qT7j82r/+DK+suoXHctxQJXfpwHJUferLGMeLApwQgD/QxAEIYD/dxiG3wSwE4bhEwAIw/BJEATbvhuDIPgGgG8AwMbGxoLNmE/SvOhVKUEKF/vxeIzRaORS+HxUJn+rNcHAVrWauAgrUxEEV5s7sV5OJLqZgFnqGcA1xsSKxtEksTNR4lMK+llUdlOUoqGV4rPcktrAcmjdchHQmCJSvWRw9D4FT7rPDw/DsztGE4jqfUpZp5Uoy2fe8Rt1b5TSvwFZiq5hrNNtFZ3ny+pfLpLcYI96gDEiNoMKmM0CimqH1WPqpk5iuvidnpBtwY1vvvqYXNsmbXuU+HSTXcTTvAMFtQpu9buk+33CvvCxMnx3GpNjjU5bh9WjPvYqbfv0M98zJumIOLAYJ/MYfosCnF8Ow/DxC8Xy60EQ/G7aG18oqG8CwIMHD9wTr9p6nbdz4ySLMtKBqCCg2+2i1+thPB5fUw4+RcJ7uRjqNt92x19ep64ofqYbZqliIcjyIX912ygg0s2+4iaanRT2em03J6W1LtVKtIolChxZV5B9h7Z+CjMWFMzx/C7dXNGm5p+dnbldngFgf3/fsXTsf96rbqmoDQ3ts2fJfImTKKszyVq7YVmKrmm326H5bqHnsXPfLjTzWPKLiF1cbBBvLne12aZupBcV1+HrH53Heo8C8zi2QBdcXmddUHaOarl6rwbrWj2ZND/i9Gxc232GlY/50bJ9Y0TjhwBcewc0qizAYQq43SiVfaip4izDvqus4CbquZMkLdhJy5ZllYVicMIwfPzi9x6AfwDglwA8C4LgzovG3QGwl6asNB2eVSyyvg2iLAsA55Li6bl6kFxcDIudUNVq1cXTcEHldUT9ukDbvW3UX6uKMcovH8Wg6I+2NcrnbYGeAieWqf3Ba9KKMlv2bJyoZ7KKlgpD9/fhjqIM1gyCwAV0a8A2j3Tgu/7www8xHA5dnzOIELhiz9Js9pdWbtPYX0SWqWtelDMXSxZlrduy9Z6o725KFOBwqwMFOOpKtcyrL3Vb97ix8zPJBc2ydN5bQ8kHbnysjTVE7DuNAkoWeETF5FlQ5QMrbEfUMyYZCT49q3E4BEDa377nssCGx+jwHUdlymWVqD6YVywYXPb8mBvgBEFQC4Kgwb8B/CsAfgDgHwH4sy8u+7MA/ttFGzlH2yIH3Sokq5WmL5OTi4jcggTL+DCOhgsuM5uY9q0n8+q+KhS7Jw1wpdQ0GFEzniwAsZPXZ7HY/33PZftFfyyLoYxTlPKIaofvegVx9loFYlZR83suFJ1OB61Wy+0rwm3SwzBEpVJx73YymQDAzN44FJaXdnzGxUqoRPWBb5GOW4h87/smQdOydc08SjTKmrf/Jy0Acf22LOUeNe+Aq125bfyGZSGiDBzOGwU5Ns5NjQr93Bo2uomojdnztd1Xh/3xGVI+Q9EHwNI8v6+Po9prQV8S2FLdRx1PXcJMW54HSB2tCR8sQ/c8s3E8Wdcq399R1/CZ4p5R70ujQxadE4u4qHYA/IMXjcwD+K/DMPz/BEHwHQB/NwiCvwDgIYB/faEWrlBehjXlawNdGeqmUKUDzCJ0ReXcdI+LJO9V60gD0+y+FbrIRVmkWqZVIFHuHgsmfBNZv9ffvEY/07qirENbjj6XPqfuzWGBpH0GC5qoQBhovL6+7rZUZ6wNFSP7m4fc5fN5TCYTty093yvbMQ9zY9tt+2KVEjdeliwvXdfomNL/7ff8246ltP20zP5U5oM/atzo9777bHYTRd3GvEYP9vXNd98CT7GGkrYh7jpfPXqtL44xCqhbcJOGpYkTy7RogkQc0FBDjj+Xl893emYMH8sj0OR9HHdcK8gmq36x+4Cxrb52JI1j7Ts7/uMkqi+j+nyROTE3wAnD8AMAX/d8fgjgj8zdolsmq7BU7cTSg+6iJqsd+HodkT4BjsaacEHWXYkV4FjXj7XmrKKx+90kPSfF+srTDl5ff+h3URMrCiDR6mS/qFKOAzj6Gc/wqlQq6HQ6GAwGePr06Qz4o/KhQqMiOjk5wWg0csCUQChKUc8jPkWRVUnEWWxx/RzVhkVkVbpmnn5OYmZ0HOnfN2Gt+hYcLmwar6HuaJ9l7wvk5Tj1gSEFQnq9D+CkBTl2bvuAiLbB6lT7PNY44rz0GTL6O4m5SHpn1oWmTIvvfrZL2Wpm2A6HQ4zH42vHa/A+ZY50vzPG4VimLUp8/Wivt+8rrY7xvbtVyiuxk7G+uM+CKBtBBofUIycdrwOi/dv8Xw/LZLn6mR7QRjBksxe0XlUuVtGoBWLBRZRSUtFn4LV20tu+spJkLegz+a7Xk7+TLG9VzgqKuKMxN9NieQzgpMVF1xOV25MnTzAYDJwS03pZ9zxZVHH9wWdJuiatLMOyum2yLMW7CoNoEVGWhQwC3UI6Lil2TurnqjOs8WJ/eK0GvvrY0Dj2xleXj1GI+t6Kzmf7udbLun0Gma9MBQFJ80/rV52rQt2lIHQymbjT1rX9Gnys9xeLRdTrdReHY91ZPpdgXLujnjeLxM2xJMZs3jpvNcBJYxUmLYC3TTioNX24Uqng4OAAg8FgZq+KMLw6Y4mBrXw2KgzG3xQKBYxGI1xeXjrfK5VNLvd8c7p6ve4WeCo6bZMP2CjtyUnE/zXzQf8GroMyGzRHUQtKywWudl3mZCTzwjZrW2xb+b3G8lDhNhoNd70qGy1PQSSvU2q/Vquh0+ng+PgYOzs72NzcRL/fnwFD1WrV7RLLPu73+zg4OMD29rbbTbpUKl1zT6XNkEpjOaWhj9MyDL5357N6XwVjZBEQGbWoJgH8mxKdzxozQz2ih+zahd0ytnwOu4+Ob58s1mXPwovT074xlFbXJ5UDzGYNRbVD5589EiEO4Ni22TbYsAO91hphui7wexqj0+kUg8EAg8HAJTVQn/rayxjBWq2GQqGAyWQyw/gsImnX3KT3Za+1/aPAMy1DZOVWA5wsyvtlW05pFRszZ4ArengymeD4+BiTyeSau0gDAm3ZQRA4pkYXdws2SFVqWVGULMv1Ifeoga0Mm7rCLPsRZUFR0VqQY9tJcKExAFQK+gxU0lF9puVa5euzGH30On3cjUYDZ2dn6HQ66Pf7OD8/d5sAaion33ez2cRoNHLvBXieXUV3lVW2aSRqnkQpCu0r2z9pxnEaNug2Gxm+ceG7Zh4wmBYopr02TR2+dirgUPcEd+FmCrEFOLyXi6SOF2WBfPOaYzcuSSGqL+L+jgIZvnbH3a/PoX9HzTfVR755o9f5vrMMjTUQrCjIofHKjEyuE8PhEM1m0+00z/XEx6rr6eQ6Dnz6Mcs8XmStTdILcXNznnpvDcCJmvTs/JsAMPOiRCu+9irzoN/l8/mZ/W+CIHCHMQJXqcMUXWQtS0KGhYslY2+Yymx3zE3DkNnvrRLRAamWnWVvfC42X//YXTqj2qnslCrAqB9bl48h8YEbBW/qyltbW3M08MXFBba2ttw+NwxAHo/HmEwmMwpVFwAFaOw/q3zi3oX2W1ZJuxBHzYk4K+w2gxuKb7GMmxtxC5xP0gDIZem1qH63mUA8N43sDa9RMGTjNKLK5mc6Z7iIqhtE57zqLq3Hxsdo/Tq/bf3adjtOfcDHvoekrCKtX9kWn2hdSWBBDTHfPWwnk0r4XjQOh8CFxqG+56gffV7ttzjJQjJk/U6fNa4ti8yRWwNwKHHgIOt9WSQNml20bMDfztPT02vR8LSU1C1i2QSrOAhwFFhwXwQeDqntsG3TwRbH6Oi9rF+BiQ/Y2M0JtZ8tiPDF6ah1o1YY22EVoQ/gWKVsy47qF/avBlnSxVetVnF+fo5ms4lqtereGxeTfr8/0ybNNrE7kVp32TIl65iOAzdxsor5c1OyrHbfpufXuawAR9lQ3+KcZuHz1WUBjs57IHpsW/0bZ6BoW33sDf/3ZYDZe6PeleoTZZNtsK4tU9uS1Ti3oEOzMBmfOZ1Ondtb+0c380t6trSAJWpNjHqmJCMhThbRG3H9e+sAziKyLItomWLbY4NLz8/PcXR0BABefyoVhCoMfs6/1QJSYMO6CHBs8GrcBNQJonEzduHXXYztfhaq4HSTPGsZKlCyLI9P8dlniLrPpxyjApqtJWjL0fJZBheM6XSKRqOBWq02k/6tGW+ahUK3ou6OnCXwzye+ftFnSyNpr4tiM6Le0W2SqAVzGTLPM69KZ6nVDjx/bh4xUiwWZ4yFNGwIxbIa6rolg0NjzQdwfGLnahIwsMxLFMuk17ONyp7Y63Ue2meNY4i0XB84iBJr0CgwUXC1trbm3FDT6RTj8djtom5d5z6J0oNp2qhlJDE11lhOy97EiW/dyTLPXlmAk9bSSCM+xmgRBR3XJgtuhsMhjo6OZiYcBy1jZjjJ7AZ9Ws90OnXMwcXFBRqNBqbT6cyuu3Z3YIpF/ZaqVoACzJ6HoqyNBhLr5NRnsIBMg4GtMtT+UCVm3XQsS5WuvQ+4UnQWTNhn1/6xx0+ossvlnmdTTSYTNJtNrK+v4/z8HJPJxPnO7e7E6m5UQMrv07A3N8U0ZLHIbpthESXz9N0izzavYl6mUHdYF5W+X3Vx8B4fsAGu5r8FOHaHYx97q6JASeeFgiwL0vi9D9CkZT55r8YJ6ZymMRL17nwsia07DtTZz3X++/qcOl3TxSuVCkqlkrvfB2LU+NR1w9cfNyFR/ZnGMPKtWVHfqdw6gJMF1fHv26Rck9rCzd54bRiGqFar19I5ybzo4NWF+/Ly0rEFGgzIzy8uLlAul9FsNtFut100PYBrE5MTzFpybKPuekplqaeS+2KBlNGxz6DWFNvNiahKzFoYukmVsleqRFmWTnh9Fj1YVK2uqGfXOn2gmhsvbm5uYnt7G2dnZ+h2uy6bhNcAV8dyHB4eulTxYrHo3FYK9rIGGvsUQNZ5kQTs41gi37W3VbJS58ssL6muZVi99nqrOzh/gFmDy1e3shj8nmNe99M5Pz+fOTAYwIye8C34dv4CmAH6PmNL26ufR7GJ2gcU6tqoOaLGmAVadt+gNHE5UWKNJR8LpHtl5XLPs24HgwGKxaLTH7oPmoJGBbRM+tDxEDWWVN+lHW9J170sfXBrAE5cZydds4p6s7I4vnJ8n6k1EgTPU4kZFU8XFRUQP1MQwMHJyaauKLWw8vk8arUa1tfX0Wq13CTQCalZO1ZZWMaBE0YVloIS3UzQghsFNT5LQ90/ulmhVR6W0dGy7aZ9qpQtoOHfNijPxvdof1nrkZ/RHVipVNBqtXBycoJer+dS2u3OoepaVEXLsn39syrx9Usa8V3/stiJecW3oM/bH2nqWuZ1aUXHEucT04WB2QQG9ocPhFjWVXdG5xjXowT0bDULFtRo0YVY5y6D8G12EOvy9ZcFM3YeWYPHMjCWFVYjTPVCVAyOFcuA+4wt2zYbm6ht0b6eTCZuwz+CF2VqqFuUTVMwmUbHLJs48JUXV0dS/WnbdmsAjk9eNaWZRpghxcmlZ4YwRoOAhagbmEXz/A1cWftUVMVi0dGX9XodtVrN7ZOjk8dOUpvpw6A2Ag6N/WF7fO4pX8aUWio+sZNYlZ+CD58SIsBS5aB7cKho2brLsCo7uzuo1sv2UIEAV2CyUCigVquhVqs5n7kyZkEQuH191tfX3XXqNktjFfokjtZdBViKUlYqrxqDYxecZemeNOUosE26Pu07tUCCY5u7ptvrNCtR55kuyHae60I6Ho8duNHn8QEbW57GGXLs24wsHzCIel7LKCurYVlb/m0DktWQVHDjO+rA9pVll3yMif6vbeO7UsNKXU1kcRhoDOAawAHgjocZDocO1KrbzQK+qP60z5ZWoowg3xiP018+yaJbbjXAmUdWYX0tG8lqNk4QBC7duN/vOwaHOw9z0lv6URmV8XjsJgHLqlQqbidLpZJ1cbaTnRNLz8Xi89MPrNezvKRAQn6ugAXwBwtaQGRjkyga3xNlHeoE1jLtJNPzdFSp8j2psrPtYFu4sZYetmn7PZ/Po16vY3t72wEcjgft22VmUUUpL9vvaefNMhf/ly1x1mPcPat4/qwgR9sTJ/o9Fz3uz6R7pOiGdLZNFHU/U49wF3YtF/DH1NnnZJmq13zPowDDJ9aQIlDThIaocn3PSVE9qTFKPrBlA7bZXq3fsre2H1QPq/6zuu78/NwduAlcARzd5+zi4gLD4RCDwWCGtUvD3qQBN9pnWeaED9ys0hi6VQBnXsS2SCfFWQZ8cVHX2Imrn0VRvoVCAWdnZ856uby8RKPRwO7uLvr9vts3pV6vo91uu83jiM65+KorCLhKWyawqdfr2NzcRKVSuRYDoymFbCsnHClQUp9nZ2fuex4YybgRPfIAmJ3kyn4oSJpOpzPKgu2hO46AQIGFfV/WPWbBi7rVaLleXl6iXC67PST4eRiGTgFQ8VBxB0Hg3hXrogWlY5VboXMDNeA5k9btdmesszAM0Ww2ncuQz6Ljgu1mH/gkzTiMkziLLY3S8s0V33t6FcQq/GW3O85Kjrsny4IRBYwUOADPY8B6vR663S6azSZqtZob7zbORZkddQlznnKR5SI6Go2crlBmJo4psGOGn2lMjhoIUeDfF+BrWVd7vdXPVlcrU6uuZC1LDTXdRI+AUQ0i6hDtH10ztJ+UNdJYKQUvPKCZBhINYq4T1NdkcPQ9+t5FlMRdl8SqpZVlsENRcqsAzsuUJKtoWSiTGTbKCNy/fx/1en0mdsXuUMlFlW4OVTAAXEBxp9PB9vY22u02Op2Oezb+0C9rY0s0/qdSqQCAm0gKanq9nrMW9HwrDTzkgl8sFh0I0mA51sc+V6ZD2+tjZGxsjxVVDAq22PdBEGA4HLp+0EMvCdoIavSMKaWDLZMUhqFLEV9fX8fGxgb29/dnFLKlx7W9GvhM8SlyO7FXzaakLf9VATMqcRa9/SyrxbtIfXGSpi1apo2rG41GePbsGT755BOUSiVsbGy4hZk6gawx9QHH+tramtsNnS6SwWCAfr+PwWDgDAIaHpplpeNI57bOU9VD1Cm8nm3zsSTWraXX0SXH63VXYNV/Pj1iy9O+tc+i2WO8zz4nr1eXt2V3ouqwgPHs7Ayj0cgZbMDVbvU8QVzXDjWiNFvNJ8sYp6uWLGvxKwlwfBT7MsW3kERdl7VuKhClDEulEn7xF38RZ2dneOedd9Dr9RwabzQaM9aBggVODgYqdzodtNttVKtVdwyAghv1IftE/eDn5+fuHCiyHMPh0DFF+XzeTS4+l/4whZGArFqtYm1tDbVabYaO5gRU68Xnc1dF68u2UgvP+snJyEwmkxnFc35+7qj1fD7vzvIiMGOwpDJcBFZKI1MKhQIajQY2NzdngJxmMJBRo/K3CtcnUe9r2YrHZ5HZZ7yptqxSVkGJx7FiWdoR149p263zQI0ZAOj1etjf30ez2XSgxcaXkBVgOdombm3Bc5EIboCrnXc1CJnt0R+d05z72kbeS5BDUWaHOkqfkawG44z4PMpCA7imH1QXWQbegib9sc9m43643xDLjMv8tPrM7oemIAd4bqwRYDLeTzdxZN/wXerWHlGuwKjxFTfuLKs1r9i1NIlVjbrWyq0BOFmpsFVbr1pPnGQFOYrgOSl7vR5KpRIqlcrMpCZjUygUXFwMBxQXebIHBDitVsudIBvlQ7aDx05aWiLc/VgVgZ59RauFzAgnEX/4TAxY1nRGtSaUxVBaGMA18KN+fTsuVBlPp1MEQeA2xppOp1hbW8PTp09n3EbT6dQdesl2TiYTVKtV955UMasiYhvZJgYaE2SyHmV/tra2ZrbK17brGLmNkmW+vUqAJ0mSnmVZz7qsctTNyjlTLpfRarXcfln8XhlRy1Twb15LA4CszXg8dnXo2UgK6FkGy7TxMtpeCzrUEFDWmHNKwQ0Nkslk4n6sztQf9ouPwVEdaQGe1QXqvqNu475jpVJpRlcp8FQ3oI+hUv3CepThp16jC4q6mYCVxlvaTRfTrGG+dfgmJMqNmEZuDcCZR7JSw1kVyKpeJBfe4XCIfr+P4+Njl2ZJoMBBygVfUy/pViH4aDabaDQaaDQaLg5Eg4KtH5liLRTr7yVQUTBBitr2kU5KjVFRf3ixWEQYhiiXyw7wMOOISpfPS9CjCtGCDG0X3WlqzfFnMBhgOBwiCAI8e/bMlcOy6/W661eWx+dXi0wtLgsKqeTK5bLb1VhBaBAEKJfL2N7edqcB2z6MGy9RY3dRoP9ZAiKLyrKNpiSFnLauLO3S+WCzbMhMNhqNmS0oyLryf16vCy7n0ng8dmfnUQ9oJqNlJ+1zqNCoobHE/rLxQGSTtEwfCGIb1CicTCaOwdH2+ICWj5nRv61OY/0sg4wYGWtlwKnP1JXFstfW1lwcoLJpms7P8jWlnu+DBiZdiAQ/vV5vZq80BVVZxa4bi6yN2t+LtCONvNIAJ0nsS0ijKOZ5cVk7/eLiAt1uF0+fPsXx8TG63S729/dxcnICAKhUKm4yEIWfn5+jXq87+pFxMeVyGRsbG2i326hUKi5mRJ+VoIOiQWy6qFO58cdmQtDtRXaEoIRuF3tcA68jXTyZTDAajdBsNnF+fu587aRygatYFfXPK0iylh9/0wVFl1MQBDg8PESxWMR4PEa320W3272m5AqFggu6VIUyGo1m9phQK9IXdMhJn8/nUalU0G63r+3q3G63cefOHee+U6ClSt3+b9+nlXkX5mUu5rYNN23lLUuyKF97bdLzL9LfaQ01NWbIFNhtIiqVChqNhnNpVKtVtFqtGVcTxyDL4WLKfZ54LYGRfU5frIky1xpb6AvKtXtpUb+QFVFR15Vmk/LgW3VZabaiz8hQnWL7Wp9D4w2VwWUcDMGG9ocFGJapUbcbf6gPFXwSUF5cXLj0fP1uPB6j3+/j9PTUsTsaw+OTOHbGN97mGcuL6ARbX9r6XymAk9YiytqRN62M+/0+ut0uxuOxUzCcFFygT05O0Gg0HLNwfn6O4+NjRwc3m00HcjqdDtbX110Q3dnZ2YwFZhdLu7+EtX5Id5Ip4uelUglhGF7z5ZJ54YSlNUYFyY2pqBwI0gik6vW6a5sGwSljY9PBrVXETcZYV7fbRalUwnA4xMXFBUqlEtrttusvBiBqfFOr1UIul3MBk7RutU0+q48MFEFPPp93dRH01Ot1vPnmm9ja2nLvidZbWplnnEaBn3kVVNx9ryqo8emVJEB5k+JbjOPeqQKGSqWCWq3mti+YTqcziQE0ioIgcCwCAQbHNOPvuJjS6NI4M42LI7BSxkFjZzhnVQ/Z/5U90udWXaCxJeVyGeVy2e0BRhabc5BMMYEZdZZ1IVFv+cYDfzTBgvUoq0N3GZ/JvhuNAaLQpaZ6Wdujrn0GF/N5xuOx0zt8j0dHRzg6OsLZ2Zlj9W1Mkw+QR41539o6jzEQV7b9LAmMxd1PeaUADhD94Mui6W9CeZFNGAwGAJ4P+k6n49wpwPUsI81eoKIhVcw4F3VPcSJZFxRBAS0aAO4etoV1M4aGE1n3ebE+Xa2T9ZLWpk+cE1utSbaF/6tf3L4LtlEnP2OA1CXF2IIwDHF6eopcLodms4mdnR0UCgWMRiPkcjn3PABm/OWXl5cOfKpFrDS6KqyzszPHYnGjxXa77TZwBIBGo4F79+459ga4Hjtkrch5ZF6QH3WPz83w0+LWWvazLkLNq8TdzznBOUUDgll+1BkA3G7nlUrFGQjMICT4ITCo1WoOLNRqNbfnDccqXejUHwQfwGw6uHXBKGujrI6yLr4AXxvMSwORQIfxg2pAWJbUvhMbUMzvVR9pkgH1AY/e0bbTUNU6VWcAVwkTNs5RGWNlfmhwkTViUPV4PHZl8iiHk5MTjMdj1z+aQs5nXmQ8pgHcvmttX6RhjqxBmaXNrwTAWURpz1sXZRV1np2d4eTkBE+fPsXl5SW+9KUvod/vo1arodVqOSaiXq+7YxwuLi5wcHAwk92Uz+fR7/fx4YcfYm9vD41GA61WC51OB7VabcY6IfOjrIfu/ULLTSP1VQnoxFb2RqlRVRLAbPAcLUFfdpLG7XAC0sJUhaOZHbzf+qsJtpRCpnuNE53PR2tIYwj4zOVyeWa/Cbb/4uLiWiD42dnZtRiGarXqzv8qlUpYX1/Hzs6Oex8K4Ki0k8ZaFBD3TXoLxOaRJGtO5VVlb4DltT1tOWktU/tdmvI5P8gqFotFl4QwmUywt7fnjCiO02KxiOFw6FwanIME6DqXqtXqDFvKvVaUqdCMLBvYqoBGXTtczO2cs0yG/rb9FgSBi8OjgWLPzLIued6vP/Ya1YOqa/R5qb802JnvQK9TY4bPzh+7q73GJaohyfdjs8T4fDTyCKD0vCofWKCesMDHXjOvJI3deb9LI68EwJn3IW/a0kzTTk5kulEYSFwsFtFqtQDATY7t7W23P85kMkG/35+pg4v/6ekphsMher0eTk9PXUyJMjoEIABmdipWy4mTdzgcug351LdMRaFHSHAScVJqtoMCDcamhGHodmym0GoErjLHqOx0QrK9qviUqSJIoWLVIGGCGoIrS3er4uD9vIfgj+3SehVwsX26bxADDwk4eYaMjU+wll4asJMWEPkUVtK1WWjgqLJ+2sXXl0nKfBnsDgEO5ytjbvi/MjiMFel2u+j1es6FVSqVrp0pRXZSmVPqHaaLE2BowKzdJZngSV0uNBqU4eEc1z5Ug0d/c5FX1lr7RPWFuqBYj3WbqdGhQdPqzmJZ6lpSnaAGk43bs8+m+stuA6LsDkX1ntVX/Ix6iLrNxi6lGW++a3xjOKmsKKA079qe9r65AU4QBF8G8Hfko7cB/B8BtAH82wD2X3z+18Iw/LUU5UV2UJqHWYSSX4ZCzvLiNJqeVKalHsvlMt544w0AcCCI/mV+xtRn+m+58d/BwYE7aJPHNZBu1vLUEqBCIMAZDAYzIIfKkZYBJygnJEEC3Vrlchn1en0mkHFzc9O52rTPGY9DQMCJSMWoSsVmMVn2RjMbLENEFoYATdNZq9XqzHu7uLhw70Rda8Ph0JWn29IrEGOfcCHhgkFXnabas80K+AB/oLEVC3KigEwUGEo7/rOwmqsAN8vWNVGStu3an1l1VlomJq7uqDItC8E5zvnHecy9bDhn8/k8Tk5OMBgMXPkEMNQVBDjMEOT45H4sp6enbkdj6jSOaZ3HagCpa4m6SRd+wB/sa/tYAQrdc0xftwahggzVM/Y+1qeuKQ2c1jYo+NEdz9UQVGZF9a2Woc+izJed15aB57vRrE3gKrRBj3BIO6bsM0YxZnHX+eZI3PhfBQs8N8AJw/DHAH4OAIIgWAPwCMA/APDnAPwnYRj+h8to4E2Ir2NXZYVy4nNSBUGA8XjsMpRqtRru3r2L6XSKWq2Gfr+P0WiE6XSKRqMxs2cOAwQfPnyIw8NDAFcBfoeHh27DwHq9jkajAQDuGAcuqqy/1+shl8uhXC6jVqvhc5/7HHZ2dmaCENlPdJEBVz53Ko/RaIR+v++OnTg+PnbPenx8PONGq9frCILAWZcEPgzKLRaLLiNKM7ho4SiTQncd/ybYI1s1nU5xenrq6qCyZ0DixsaGS+3kxom9Xs8xUFR8Sv/ncjlMJhNUKpVrFiOBp1pX1WoVOzs7yOfzMxuSEXyq4vCBG58CWQazEsfw3AY2Ztm6xi6ic7bp2mdJekSBSNJ9aev0fWdZDFryABxTwrgR4Pkizh3RCToYkKyu2bW1NXQ6HWxubrosLGZgdTodtx2D7nCscWtqKLEfdO8aPcYFgGNHlCXVuBXG2pANYgyOGj4Kagi0lP0Jw6t06/F4PHOfBg+zTuoIjfHR8aTMsDLABFA2sYH6hO9B0+ItkCbo5L5eFxcXTl9zqwtNuLBAKq1YEJKW9bV/x5VvZRGjKe7eZbmo/giA98Mw/HgRFBaFAF+GZK07bbsZA0JET2uGacoM6OMk1aBjAoJqtep2LS6Xy/jCF76AXq+HJ0+e4NmzZzg6OnL10aI6OTlxwET326lWq+j1evi5n/s5AM+VCmljKgfgKruJwIbWAQNxaa1wQ7BSqTSTRRAEgcu8OD4+xtHREbrdLorFIvb397G9vT2TVnl2duasO2Vmzs/P0e12nXLg5z/5yU/w7rvv4tGjRzg9PUUQBBgMBjOxSGSVcrkcSqUSqtUqGo0GSqUSTk9PZ7IbyJZp5tjdu3cBwAGaMHy+p0+/33d9e3Z2hn6/j2fPnuH09BSFQgFvvvkmvv71r+P+/ftot9vo9XquT5XuJvDi+FjGuKQoHZ6WYr4N4MYjS9E1VpbxrGnYGd81aevOsujYWA9fFhPLZLmVSsWxvWRaaazQBVWtVrG+vo52u41ms+nOtGJ2ItPNh8Mhut2uA1Kcg6PRCL1ez8XtMCiWhhwNCV9b7XYNBDRkjDV2hfpIY30AuM+tW55igZFmajWbTWxvb6PZbDqAo7E9+mOPb1DGW+NhCFx870PHCt1ww+EQw+HQxf11Oh3cuXPH6fHHjx/j448/xpMnTzCZTJxeigLfSePINwbnnSuLspfzyLIAzp8G8Lfl/78UBMG/BeC3APx7YRgepy3oZYKaZUnci+RA5eKvWQ5UBj6aka6kTqfjAljpQiHb8/nPfx5vvvkmer0e9vb2cHBwcM03fnZ2hkaj4ejli4sLbG1tzRw4SYtIdzoFrmhWWlUM5iOjpNkX/X4fAFzcChUXldHW1pZjVsIwxP7+/kxqZ7FYxGAwmPFBq+Jg+589e4a///f/PjY3N7G+vo5f+IVfmIkTUBccA60ZSKkppQQ9VIa0YovFolMsT58+dYCGmVidTgeVSsW5vqbTKQ4PD/HP/tk/Q6lUwv379/HWW29hd3cX29vbLmaKLjK6wDRbIgrcZJEoRZSFpl5Ema1QlqZrgOWwObY8IDpOYVmSBuzwOnV/6GaYej/nrjI41BtkG8mycD+cWq3mEiMIdJh12Wq13MaCXNQBYG9vzwEcpjozYJmxbmRMFLxopieNNk35Zlka70MDxcahsD0ERNQlyvbyh0kdjUYD29vb2NjYcAYIvyezov9rcoUPVKoLinoVuIrh4ztje9U1lcvl3Kau9+7dw+7uLi4uLvD06VN88MEH+PDDD3F4eDiz11HUdhSc44u4VFcFXJYxLxcGOEEQFAH8SQB/9cVH/ymAfx9A+OL3fwTgz3vu+waAbwDAxsbGos2YS14WW6Q0KxdaTmyN4+AiSPcNAO824OrDvri4cNe0Wi30+32cnJzg+PjYKZK1tTW3GRTBET/nxOMEozKh3/7s7AwfffSRu3c6nTpm5O7du9je3katVsPp6Sk2NzfR6XRmso5IryqgUoVBevXg4AAff/yxU1K1Wg2dTscxLjyt+/vf/z4ePHiAjY0Nt0OrdfGoNcXNB9lX3HBQU1v57GRvgiBw5aqlyP2K2u02ptMput0ujo6O8NFHH+H09BTb29u4f/8+3njjDRd/dHx87M6+0kwJm1UVJbdVkdyELEPXcFsAYLXPfRv6VHUK5wRZSk2zBvy7l6to2jd1ge7GzsSGZrPpYu80M5JlMtlBjRWCGU1UKBaLaLfb2NzcRLvdRr1eR6lUwtnZGZ4+fYonT57g+PgYg8HA6UMGPfMwXY3BUbaX7C3jExl4ze0mdCsO6lNNtWe2md0tnfE1mr3GmEmCGAIh7fOLiwtXl7qpqBt192IySfl8Hq1WC/fu3UOr1cJoNMLTp0/x6NEj7O3tOdc3DWFNJmGfWHCTxqDJwvj4YnT0ty+uZ9myDAbnjwP4bhiGzwCAvwEgCIL/DMB/57spDMNvAvgmADx48OCla4Obos9YjwbnqhuGRyxQGehmdaqEdKdP/tbU0I2NDbRaLQyHQ5ycnKBareLg4GDmXrqUyLJoOiGVF/fG4KQ/OzvDb/3Wb7kMMC7WX/3qV10aab1ed0GH0+kUnU7HxdBwozAqIWYb8bvj42M8efJkJh6GQZLD4dBZjEEQYG9vD0+fPsWf/JN/EmEYOl8+z8yh8qYC6vV6ePr06Qw71mq1sLa2hrfeessxPvyOSoULAt1dpMf7/T4ODg7cnhN7e3t49uwZnj175qzbjY0NB76A5xYs44Q0tkCtbF8wY9RYihOfdZZVkdxkfFoKWVjXtNvtl65r5pU07i11y/BvjgNd4KhfOPctY6DMKa+zge8EKDSW+NNqtVCr1RyYIhPD2DN1BXNuq9uHPxsbG7h7964DObVazekAZZPL5TI2NzdxdnaGbreLIAgiM06Z0MCwgE6ng7W1NbcvGQ093TWZTG8QBDg5OcHR0dFMvBANM2aDkvHZ2tqa2X2eqfiHh4dOV7Pcy8tLV4ayUGyrbsxIBr/T6WB3d9fFah4eHuLo6Aij0QiFQsH1mWaeRoEO+38cE5lFkoy1VeuSZQCcPwOhjIMguBOG4ZMX//5rAH6waAXL6uybqifufqUwgasAQFotBBfcZpyKhYqC5et9dMdoYBqVBBH/7u4uPv30U7z99tsIgmBmo66joyPnd1cq+Z133sHJyQny+eenmvMEYu7Pw+smkwn+1J/6UxgOh7hz5w7+8B/+w/jBD36Av/E3/gb29/fx4MEDvPHGG1hbW5uhlxmvAjy3cPb29hzF+jM/8zP48pe/jPv376PT6bi01XfffRfHx8f48MMPMRgM8OUvfxnr6+uuHXbDsel0in6/j/39ffzgBz/Ad77zHQfW6vU6vvKVr+Dhw4f4i3/xL7pNAIfDITqdDs7Pzx0A0mBASj6fx/r6On7nd34Hg8EAn3zyCXq9HvL5PO7fv49Hjx45Jca9Rn7yk5/grbfemmGaNGA7CWjPC1CilElSbM4tk6XomrjnTMOiZZFlvss09xDU0PBRcKOButQRmnFIISjSchToa9yYAg0CnZOTE+eeCsPQMSbVatXpNhoM1WrVGQGMF6Fbh/tIcX4oox2GoTtsksfVlMtlnJ6eolwuO0OGLprgRQwgjSkCq3q97pifo6Mjx1IHL2Id6XrL5XI4PT3F48ePcXh46PQ128e+LpfLaLfbeOutt/CVr3wFW1tbLhnh6OgIn376KQC4+Jj19XWUy2UXl8jkDI1FotFKHc1stk6n4xhy9gXDCtbX17G7u4tKpeJcZ9Q1aeb6PODDekSyuMiTZF4wtBDACYKgCuCPAvh35OP/WxAEP4fntPFH5rtIiQIXq0J4ce6peZR92tiGSqWCVqvlsplarRYuLi7c+S4c2GRyOLi5XwXjU+hDVjZCaWhglgJdW1vDV7/6VWdtUEmR2dja2sJgMMDx8TH29/fR7XbRbrfx4MEDd5QE6+eOvEEQoNfr4dNPP8U/+Sf/BJ/73OdQr9fxox/9CIVCAb/8y7+M3/iN38BgMHB+eZ2IVDjdbtcps62tLZTLZfzsz/4s3nrrLRfQyLihdruNDz74wLnVuAcHYwa4bTkzmPb3950len5+jp2dHUynUzx79gwbGxv4E3/iT+Af/+N/jC9+8Ysol8v40Y9+hG9961s4OTnBzs4OHjx4gN3dXbTbbWedMVCSO5UWCgV8/vOfxxtvvIGHDx/ivffew8HBgYs9YnbZO++8g2fPnuFLX/rSzJ46wJWFyUUlLVWcdpxGxZok+eBviyxT17woL9aavQnrchlgyroYlMEh48I5zy0OlPllGTZmRGM2tDxNN6arSbODCGBYL5lhZlsxRofBzO12G51Ox8W6jcdjp5MYv8PFnZmVZHl53A1ZZDKljB/kLu98TraPupIBzvv7+/jd3/1dPH361OnhQqGAO3fuOFcTjUK6p6gTqbfI+pTLZTSbTdy/fx/379/HxsYGLi8vMRgMcHHxfLNWxji2Wi288cYb2NnZcew1d7nvdrsYDodu/zAFagBm4pL4XEHw/OBgJkRsb287xpz7BFlmOGvMWBb3uW8OWV2TNAcW1UsLAZwwDIcANsxn/+ZCLXoJEkX9roKeG4/HLu6m2Wzizp07jjXh3iuckFRGpHjH47Hz6yoFrZYVhf9rFhOVDZUJWRzufUN2hROECoMTjBaXWlWXl5f4hV/4BafoLi4u8N577zmr6M0338Te3h7++T//5/jVX/1VdLtd7O3tzTAt9HefnJxgOBwiDMOZDfmogGmNjMdjPHr0CKPRCI1Gwz1noVBwz1Wr1fC9733P+cap2HK5HDY3N7G5uYlKpYIf/vCH+OpXv4r33nvP7fT8C7/wC9jf38d0OsUnn3yCjz76CPV6HV/+8pcdSDs9PcV0OkWpVMLe3p6jxPm71Wrhq1/9qtsG//DwEE+ePHFByVwAVOHwvc8zrha5XuMUbqu8DF2zDPfcqsGjjWsgQCYbzEWc7hW6u8n60k3N8UjDg/oCuDq3Scvn/xqYrBlIXFCpw8gmU5foFg3M1mI2Vb/fd4HILMdumEn9QNbn5ORkRo8WCgWEYehYDxp6dIszNmY4HOL4+BgnJyczmx0Cz1keMs/MuGQcjrLujD2iXmbM5JMnT5w7iszW06dPcXp66sbF4eGh65dOp4Nms4mtrS2cnJy4e9l3fAZ1xRcKBQwGA5dZWqvVnHusWCy6rTN040COSztOfeNqkTHJv5Uljro2zVxLYqF9cut2MvYhvLgO4jVZZdlUdNpyqHxo0fDwRdKvtLR7vZ47VZyfNRqNmYBdBTf25TOOh59T2ViqNgiuNvzT3ZT1HCpNCdfgRM1IIMhge2mdbWxs4PT0dIa54bWkTR8+fIgHDx64XZjb7TYAODBTLpedVUXFS1/2dDrF0dGRszAZrEhFxX5lfBADlankuC8Pj8Sg5drv91380sHBAfr9Pvb29lCr1WZSRNm2N954A8Ph0O04/eabb2JnZwenp6dufPT7fbTb7ZnN07gAAJhRQtYy982BpHGv10YpC581FXVPXB1JrrDPiqTRG7YPbpoh00QBumh5PAzPLSLo4JjnppS6P4u6tQDMABv+T4BOJkH3pSLDzLlHcENAxexEJhbwbwYwa8aXZnKRPQbgshD39vbc5oVkb2zMIt8LgRLBlWaPMptJU9NrtZpjcDudjusrNSD1efksBwcHjl1RZooAh0Du6OjIsdTcE0vBn7r17F44TAA5OjqaAW+lUsm51VXXp5Uooz9OsrDJvnmk91t9FweE4uTWARyfZAUjvo5Kc22azxcVxmQ0Gg1cXFy4k7Q5EKfTqZsId+/ede2gVaLHIugiZSl3HRhR/aE+eQIalqfxPxpwq5lPfB5dsFW58rOtrS0HFjTmhNkDBwcHeOutt1xQM5WSbpBFpcX2ckMrZohtbGw48MhYmmazOTOZ+JzMxCIrRZpZ+5fKl4F6x8fHjnK351qdnp7i7t276Pf7yOWeH+L59ttvo1gsuj1vGFvQbDZnUsL1PfF9+ECHvTZJ4sCN7zoFVrbupPI/KzIvEElz3ypd8D7XABdbAhzGx9ClygwbMhK6oOgmeFqmrx7N0gqCwLnVCaDIGmvmJwELWYggCGZO32YgvxpNFNU7qpOOj4/dZqUUbvrH6wlymMBAPUIQRv3HmBneQ7cT3UoHBweu/YVCwTEqBHcEIPxhbKDuOM/wgNPTU5eJSca8Wq0iDK82IORWGtQRw+EQuVzObUSqW34QtGqfquE077qWxTXl+57tT6OLor6bB+S8EgCHclNW0DLr8ZXFFG5OZJ7ye3Jy4qL0Ly4u3GDnROZuxqRC4xQrB7OyLVQWDNIDng8cBhHTCuMk102iNEuL19jN9ix9bZkeX3u4kaEGyFEBsX1UHOPxeGbHUrqESNWqMtva2nJKgs9NK40uP1qULEuDLqmIz87OcO/ePezs7DgAxsWBQdNMY2XW1OXlpds8kIsFQWmj0ZjZdC3rArcIWxknWdqhBoePrXiVZRFFbq9dVV/EtUPnG5kDjj/OHwbCttttVKvVmZ1x4+rRRdICG+oo1UtkJjlnbXCwHhnDtuv2GAQcykBbIVjSE7XJYpABYXaTBvyzLdQP3NxU28H28z4mWFAXUh9q5hf1FNPVuQs96wEw80wA3LXD4dDpEQYOk30D4N4p43ks+667K9NY5r18R773G8cOL2sM+xjjOMniMov77pUHOLdFoaa1rjnIqtWqQ/unp6duZ1/6gckiEGhwrxzdMAq4smh8FpeCCQ4wUp2cbGQxWq3WzO68tABIZ5OxUMVG0TRSWhl6pIJuhEWWhQprOp3ij//xP45/+k//KQBgZ2cHm5ubTnFo0DQDfDudDnZ2dnB0dIRHjx65VEmWy36jn11dgAQaGpTNrAk9goF9ycNOGbg4HA6d753W8e7urgNEZILG47F7VtbD/YIYr6SxDfP4wLMsonHKLO76NG1atjK8LWLnU5TbUCWtIp63r9KOC3VRMckAgEuN3tjYcKnZjPdgEDINGJZF0GKzq/R/BUe8h7qOc05ZCbqhgNlMUrZT56jqG92BWF1E/E4NFeDq4GKeAUc3EDOVTk9PHYukRhKNt36/j9PTU5dNST1B4Ej2hy58PqOy43Stc/xo/KKCNhp5zMSknuAzEXCp647t5oGlvMYe1aDB4ZQkt/U8YzROj0WN3bT1zMOwvlIAZ5WyLNYmiUpTK6NcLrvzW7hpFQPFlLkJgsBtUKYpnlw41SLwDRa1gDi5mRV1cXGBw8NDbG1tucWe9RJUaRmaXUElRuDEyUuFxc9J02oZ/J5HL5RKJRdgR3bk7OzMWUwMHmZqJffIaDQaDoixPVRClUplpo80I42KRzfUstYpdyYm5UzWh++m2+3i7OwMnU5n5pA+Kk/S4WzXW2+95QCfVXbAVUxVHPCx7zVK4hbgeRfXedvyKsoyn2cZwCZJrKtRF2OOS2Zw8hw47kGlbhQA7kBdjf/zMTcag6MsDv+2gIFsAvUDcHVuFs+c07LpGrdGGp/HzmtgNuOLCQzAlXu6WCy6mB9uzqkb7BFYMFD46OgIjx8/RhAEM+48PUuQ851tXFtbc+y3Bl9rP+p7s6CCwIb9xX146HLjJorsd+7LRXBjmRtNXkgyxOdZB6OY3KysjW2Hr61R61uUvHIAZxUKYlngJk1ZnHicxLRoaGmE4dW+EfRZq1LhAu1bqCyNaydTuVx2G2NRCRSLRXzhC1/AO++84wJuucW3bp0OzAYgWmWk4EKvVUWYz+dnrCVaJT/4wQ9w584dBx5IFfsi/0mxb21tAXhuoX300Uf4yle+4hgfKvZWq+WCGunfp3LygQn7/oIgcJltDO4mK6SWpI0ZCILA7dvDjQq58RZ99fp+tA32/7TiUwJxjOe8VPFPiyxLJ9wkuPHVq++bbh+CAYJ3JgEwLdsaTb6yoxg+BVjaPs4/Ag09okTj7FR/sX6Nw1GGSdupxoJle1RPAVfsht1VmDqLjDQzQff3912AMfUzARBdQXYzVu0DC/58/cfn0T6h64wMDY+Z0aBp1a+a6s+1gsyZ6pxljEOrR9Iy0GnqXuZ6/EoBnNuubLO8GE56pmZrLAvdQdaCAWZdUj6ftE5ypYl5L60UPSqg1Wq59pycnKDf77v9H5i5pTE8qrxsucCVElILUKlcBvGNRqOZPXLIapHS1f5Ul9Xa2prb4Iq7EzMokIqc7jS6ljSF1aeArWJVRa1xDXSTUXnag/OslcaMBk3z5PtRkKXg0I4TyiITfxl0s34WtcC9liu5CXDjq9MXa6F6RZkdZi1xjig7ojFiujBHARwVBSDWVaLnXbEtGhCr7jBti7bPskvA7Gnc2j6ytbqbOo0ejQNiHdQbBC8MGeBzNxoNt/cO20bDhfXrfE4DFPUa/k0GiEafzzWofyswUgDEurKyN8sas2nLsfWnnT+fKQZn2bIKSy1NuYw/GQwGMymNVAD6Pycuy6WysPSfDmgb+Euh24YAKgieu78+//nPY29vz8UCAcDm5iYAOPBAy0AXdbVWNHaFz6iZBQrOmFXFDfUIbOg+skqK9fKZmep9cXGBzc1NPH36dIZ6Vx8+Mw30R5WjVZRsI+lgXkPgpKms3NGZ78VmianFqpttWcWm9S8byKxicfVRz8t6htskWZ8jql9uui0+44BMYhiGbm8ojmONZdHFlounvlctW3WRnVP83LpoAMzoN857rU8XbD30k64gBU18Ri1PY3nUqAvDKxcy77euNRtkPBqNXKA0WW7qBrreAbh2BkHgjFOrk+278bE6rL9QKLi9dxgwrQaaGrBkmzWRRIGPHRfLGJPLnONJZUUxT0nP8VMPcG5adAHUBVcHJICZIxo4YYAry0h34wRmFQ8ngE4yThiWq4F/rPf+/fv4/Oc/7+JjHj9+jI8++gj7+/sYDAZuV03u2dBsNtFqtZy1o1kCbDN970yHPD4+dgt/Pp/H1taW2ydDmSL6mzXo9+zszLnOCFzq9Tq++tWv4jvf+Y6Ly9na2sLFxYWLlaGFSD+/7n/B9mo/aF9eXFzMnDg+mUwwGAzwwQcfIAxD/PzP/zym0+nMZmfAVdq/gj/rerJp4dZVFWX1pZ3oPvZnXksoqX4t47MIbpIo+Ztog0/sO9b/tc0K+PUEbM2g0sWSc4HMho5jC3Ksu0gZUf2fn5EZUSaZ587p6dfUHfzhnFLAZI0VzYLksygbxHAA+0wWnNN9TyA1Ho/R7XbdHmbcM0e3sCAz5GPWraFq+xq4StbgGlGpVByDTiNRmX7+VqaLOpP6np/7DHAFoWlAuY59a3zGjcmkz9NI1HxLKuc1wDGSpMDj7ksrZDWIyEmTciElLVmr1ZzrSClZa235WBxriTD9OgzDGSWgriqyOrT2vvzlL+OLX/yiK/Pi4vmREtxGfDQa4cMPP3Qnlauysfth8ADQe/fuudRJBQCWCp9MJu7sK7IgZFMIwIIgcHEtv/zLv4ynT5/i/fffx7e+9S2Mx2Pcu3cPd+/edbsHFwqFGRpc26oUumZz8FgGBjnv7e1hbW0Nb7/9ttuFmosFAOd21N1HGWtFf78uAHwP1mqOG19WOfk+jxof+nncZ1Hj2afYfHV+FiSqj7KytfPqlKg2pLlWmQHqALujr92bRTcRZbu5ENtYQJ+owWZTzvUaBjbzb85vAgfqIQVUjHOj0cJn1Pp0o0FNy+a1mr2obA9wtbGf6gFlvwmOTk5OXCYWt3wIgsDpB9Zr3VLK0lh3tAIzfY9aNvXQdDp1bdPMKsZv8l3xXRMQ2fawXqtHssz7rJLlvqRxn7Y9n0mAM69SyKKI5n3JXOw4IMkQjMfjmcWeAX90a+hOmerqsdSmLyhZ0yYV+SsAshvdqcWndVSrVayvrztFQiVJpUlKmRYHv2O/cpFXq8oqTdavlhCBIGlmtQypIO/du4fd3V1HQx8dHeHg4AAPHz6ccQ+pK037Rt+RKiPGI62vr+PBgwdOCbONur8HABfnMBqNHChTps0ukj6Lj9da8SmppHt84GieRdlnqfkYA187f9olypKNu36ePlTwzHLsfAeu5phdxDXWRe+37dfFWIGGb2G3f9vkAepDbmCnoIbzU3dTt0ea6CJN1kczFfmjTI+yN7acKBACwMXfDYdD1xb9zfmuZfqAjtan5VOPMsCZhpGe8aUskMYx8R1YF7/GUiXJPGtn3Nieh9GNa0OSfrPymQQ4q5Z5wQ2Aa+wBB6tmBwC4RqOSblS2g23RCamKy1pBer291hfzoiBHF30NRKQlqDQy/6bC8gX5KlCxz6Hsk1VQwKy/39dWAO5gv1qtNkMdW0tNy7KMF/uQuzzzFHUNSGTdwFV6rSp8KmN9t2lkWQAhy1hdZFx/FiVOcUcBkDR9uAijk0V0Edd2cUxznI7H45m9qZQxVr0BzIIJim8RV6NBn5euWhp3a2trzjAiw8J2KNCx8TXWxaNsE+ee/ZzXKzCwz6KuZGWv9FoyNcwIJbhhdpXqLa3X9ofVY2EYXnN5aWB1FGtr9aM+X9w4WxareJN6zd6v79YnrwHOC3lZyp3ZBADcXjL0706nU8escPIz3gXAzAS0PxbF+0ABf+sEpgVgXVwKcFQRAldWB4XKSycmr7eMjSozrVOVm1UWVqwSBp5bqHoKOdvJs1vYRlXmPktRA775LnxWMkGR9snl5aVzYemzaz/Zdr9MsQo/ql2qOPWem1q4b0os+LYy73vLQr8vIjovON512wM+lwYbA9fns52vUQyOvTbqmai3dFsHshCsH4C3DarXWKYaN5qMQd2hwcQUH9vka6vNRuKz0sXOsnUvGtWfVr9acKOxSRq6wPgoPp+PbVJA49NJy5RlzOsohjeqrXHsT9r2/FQDnGUOgrSLlaVdeXgjlQytqUqlgtPTU7Tb7dgyOQisW8Vnudn77ERTYKRMhp1cqjRYn1pl3NxPaVMFPFoOJ7wqhSh/v7WkrGuHfWFZFLYPuPJr64nBanWxXXbnZu0XX9/p90EQONDEQEVuvKVtva2SBqhYoMZ7PmsgB1g8cHrZ/RHHLPmu5bzURZNAnsBiNBqh3+/PjGmdD2oAWWBg423sgh7VfmVO+WOzHW0QcZrFUIGFz8K3TIgFsuwzH0DRMlSvcXdj1VuqE5RRsXFK9h3qd9bItIYq2237SN2OSXJbDCyf+Nqvn0W59ymvFMDJMrFfliQpQ11ouWHf7u4u2u22OxSPC/7h4aGL9+AiyjRJLYsxHyp6TRzQUeFE0t8+BkgtBrvQsxx9XnVP+SapBTQ6SX0WooI67Qd9BhvwaMsgUGG7mKZulRHdUKoMCfC0DbQ2Vaky2I++dI39iZMo68b3Dpc5DxYpy0eff5ZkUZAzj8wLNHVhVvbUniSu8XaNRsMBfzV4WIevHv5Nsa6fNKI6gPNWv4tjWFQfxRljvvujQJiPDbGiOoLGjO9624+si++D+tO+M7LFajjZOCmrG3WPMp/77bbNyzRjxDf+s87BVwrgqPgm2KsgdkAz9bler2N9fd1Nll6vh/39ffT7fZcqqDE5uvhaUGDZDzuRlOlQt4zPLeSzrlg3XS96mJwqLH7HVFSWqbQsy7YAQpkuy9pYy5JWKHCVns04A95HBcAYIQ3U1gP5bF/qcQ4KfNRXzz5mm6ikuDkXAx99ltdtl6gFxkc3v2pzMUksKzsPyFklexMnusjp4si9t5i5yfOZdBM8PbgyKsaBz6ULe1Rsi298+O637efzWnBlAQgBAV1E1CdqdGhdlm3VZ1VAEsUi83uWoW5ubbPqV/4NYGYXZB97pM9pdbqP7aHLjODVMldRYzCOMHgZesrXniiAasd2lLyyAGdRWdVLSyqX39PisIG3ZHVoSQ0GA7ffC1OvaTVQ4lBu3EDh5xbU8L4oC4rARveloBXBdMnRaOS2gKe7ioBBJ7a6kxTM+M6h0WdSJUdlpgAQmM3UsmyRBXmsW61C9fWrJaXKUzMXbGAjFRmVjwJStjvtOLTXrQJMpC3Tt1B9liXqPb2MZ/e1JQqE5nJXh2Aq8GZqOFkd7vJbKpUcu6DxL7yfv30LrWUp2M6ohdMuoL6FyjItPjZ3bW1tZm8azlE9jsUyNbY+2xZr5ACY0SnKUOfz+WunhVtDyfYTdZuyzNoW/VEDSuOL+Jmy08pk6bv39b+Wk/aaZZIKadbJZdTzSgEc3+RehMZaNkrNUgZdVHQ7keFg7AcDXXVh9CkLZUTUUpvn2awi0IlmwYQG6nJyM7NgOByi3++7/WP4ve7bwOdRFoTAgsG8Ni7HMkB8RjIwaolpOizrUeDCNvjcRj4lp4GMPmVDZatKLp/PX0uV1/f4KjA4PvlpADWAX7cs8uxpFogsY8JXjl3QOV55LZkO6hyCHI5bZSWsqFvEV78u6D6Wz2cwKRMaBZ587VCGtVwuO4Cm81mzqRQoKXtrdYk+C8UmPWjShepdm+GqdfiYIJZn4420ParTbH9qcHIYhjOuR70uShYxsJYtUWt7knymYnCiZJ7Of1nUMSWXe37OSK1WcxYAF0i6N9rttgtOVTCjbdc4E1UO1gJI+7x6vQa7WaDAa3TTMAYqnp6eOoDDZ+WP+pfts/B73exL77MZDbadZJKoUJgxopYcmTIyLgRHqnx1YdBzpKyC1zZbFxV/a1zVsuQmAEYcff3TJMtS7Mu0hKPu84EHzl8CbG74yfnCk7W5OaXPNWUBExflpPZbNkIXZW2juob0Op/xoXOL57zxAFHqP2WUNQbRuqXYB/YcLtWd1sCygcNq7FjmS935rM+mkduxoKALuNK72ifav+oB0FR11p8EANKA7ZsAN7YtSexS2rnzygGcZbMuttybsKqVTqxWqzg9PXUb5lHJNJtNd5gk7+FpsqpktLwoqprP55u4GoOTRH3bCcnNubiz8WAwcABnMBjg8vLSKR9uIlitVh1rpUwQFValUkGlUkG5XHYARxWTPqcCFtsHTOO0riQ9AgO4smhVwSnbY/vMZ40BV0HGCnAuLy9xenqK4XDo/ONJCuc2SJQllaRUXkVGKqrNy6LI4+pYtlgmlL/1aAbuwkvhrsLdbte5x5VVZXnsD2ssqPgYmiiWxAI+BWOq13xMKuesHmTLOBQyU3TDcc5TvxEwaPwgr9N2KqhQl5Q+p4JB7oisLI4aXQQjvNey0vMa6WwH+4QGnRqni47jLEyPlXnBfFydWVjVWwlw0oKNecBO2nviXkya9kVdowg0CJ4fGnl4eOg2xjs/P3fHEqytrbnYG04QXSQ5qah8dMArC2EDedUK4r3cJRi48u1adwy/042o6II5PT1Ft9tFv993e820Wi13tgwVES0MWk6kx9fW1lCpVFCtVh3IIdDR+4MgcAGSZLcIcrRvVdGoAqWlqpajWkvan7wOmE2Ftcqf9dht2kejkWOHfNZQmr/jQKbv+yRJc/28Cu1VY3qi3Cn2e2C+Z4ua+3HgyfZ9EtDy1WEZF7KZdBdznnEu9Xo9t0OvjymNYl+i2q9/++JMWK6NrdP7la1Q1xCNIOoFxvTRwCKwIdgB4BhxrZvXMAEiqg28nrqHepjtpyiDq+1VpkjZNPuuFADyftsm6mMrQRBc2+WZxp1l3NOIb+7fJAEQJfPMwVsJcOaRRVDmsiUWUcpGffqZHoTHRRjAjILihNNBHrUvi04S+50yFQQXaj3pws7PLK3LcmgZkupmLAwZGcYUEaRUKpUZVxyAmQBktc50Z2KleAlO1NesZ7EoaFOLjOXwdHR9blqG/G0pegsi9QeYVdZsK2McFPS8lldDfEBDv5unvKj7V7l4KFDRRY/BueVyeeYcOXuPXRzjGK803/NvX3ZkHOgDZk9F508QBA6oUAcRvFAnqFHIZ2cyxGQycQaTBXS+/6MMZLsZKttL9lmDge1vrcP2c5oxQZ1l9aX2XZJEGfS3aV2Nkrj2JQKcIAj+JoB/FcBeGIY/++KzdQB/B8BbAD4C8G+EYXj84ru/CuAvALgA8L8Nw/C/X6z56eVVeBlWwjB0g5MshJ3sduBz8eV1PuWr2RP8TZCiDA3BE39rGVq3naAKlmxWFduk/mpNmbTp33o+lQYWs91qVdp9LpTuVSVBZaSWFcGl/mhd6lu3LjsFSNofPoWgsT3zgJu4cfwqjvG0ctO6Zl7AmcSq3JQkMVDAbLo1cLXDNhdjuwO3lh0Hynzl+9pDfWVje9KMYc4zC458iQc0aOyxDxqLw3moekBdObZuNWo0rs+CEE3/toyv6jw+j25pYQ0wfU6ru31MjIIoqxeXpXPsdTclUW3Kov/ik8ify98C8MfMZ38FwG+EYfhFAL/x4n8EQfBVAH8awM+8uOf/FQTBGlKI0qmvsiQNAJ0gvJ6MARkMBTA2eFUndZJvWJkWH3NjA+yiylJA4GOL7IT3fa7AjG1neiepZvUdRwGlqK3QGUdkz85ie0jjMnONClFTPO0+PhY4Ebhov6rSsdcowHmVxnYaK3xF8rdwA7omrfK/KdZtVWPDuqKB666LuAXS97ev3XE/yrYqy6FlJzE3Pp1j3V5WN2gZmgQxGo1czA37yNYRpS/1MGG7TYbtL96jOkx1lNZr34ntO73WAiJeZ2MUo0BTnPjewzLGZdwcmmd+ZbknkcEJw/B/CoLgLfPxrwL4lRd//xcA/kcAf/nF5/9NGIYTAB8GQfAegF8C8K3ULcJinZqERNOWPY+lnHZA6eDl+VLA7F4LmvYMXJ3bohPT56dValItJ9ark4+fsVy7HwxdR8q2+Bgc+rg5SRm4eHZ25s5uYj20XqiI+Lvf77vAYD4v/euM6anVatesNEvlWgVrv6OiUdCmbWObNFhP+9eXbaGfU1npZ3YsLKo0LKBMe22SYkhT3irZi5vWNVELge864Po7THtflCzSlz52UX/rmNesJx3nvN6mN6v72Fem1u+bd7Z9ykBYIwyITvX1ARvG7fF7xp1Q/wBXupGuITVEyMSQoaVBRNBDvcl+0Y0+ldXR59OsKLZLY27UCFMGXdvHtrEsTU3X/tL4SguCfGAti65YhSSB17jvltHmeWNwdsIwfPKiMU+CINh+8fk9AN+W6z598dkrKVkpvizXkiZm4BwPZWQ5k8lkJvo/yUdtF2JlInRy0C0DzIIbVWTWf6sTmzEsPFE3DK9STwkMisUiRqMRBoPBjOVTKpUwHo+vsVGXl5cOEIVh6HZaBYBGo+EChI+Pj2coXoIgYDYGh99ZNoaKgzscs0+sAmR7dWHQ73xsFxUagZcvq23Zk3rZltEtlVuja+YxeqJEgUDWd+Vrg5ZhwY0aQhzbavFzDqnrimUmAZukdtrrfACHdVsdp4s4+4lG0GQymdkzDLg6uLhcLl9jeFgudRUZ4/Pzc/T7ffT7/WtJCz7WiUYg5zzZHH1WBTH2mSyDZYGSZdQUUFmDTt+Tfd64d7Js3eAD27dFlh1k7Bv13icOguAbAL4BABsbG7M3RCj7eV7Oy0CwcXUpsqaioasmDEO3yOsE1F16GVinA5qKybIFluGx1K4u4FbxRFkk3BiMQXzAlaVDZUmmZTKZuP4fj8fuTCYqBdanNCsPGuXfl5dXqd3WquQOybrXTLVaxfr6+szJvqrM1UoC4IKBGcDMz21MgjI11mevrBj70wZq8377TpbNKKa1mHwLYtw9L8sCjJG5dI2mSKslvAx2K4uoXloWo2dFAYIeDzCdTh2TyWQAuwGndb1kbadlP1mGbbfqHZ1XNh5PdR51y2AwuHYGFcFJLpeb2UuL7SfbQ8ORR+VwCw7OM71H+5DbV1xeXroDkkej0bVtJmyKOJ/fnhuoRhjr4bU20YHX6f9R7LsVy+rZ+ueVpDXa987jylFj2ndN1vbOC3CeBUFw54VFdQfA3ovPPwVwX657A8BjXwFhGH4TwDcB4MGDB+EqkJ+W6VsglmmRUZLKs4qCbSiVSm7RpyXB+BAutsVicYZNsO4n+2Of0dKWumjr3z7LgH5sKhebHaTKhaLsjVqO3ClVA3atf5snras1pdlYVHjT6dQpjVwud23fHWD2eAaln1kuU0upVDXTTd+V+tXtj411UqVLELeK8TaPpJlrPkD0ktq+VF3TbrdD32KdVXlGKeC476PKSTKIoj5LarNlDjgW9Sw2zistTwN0F3nnPpBj25cEbnw6W9me8Xh8LT6PxpEu+po8oFmrAFAul938V4NPjRmNi/TpLE3Q4PcW3CgjRB0Ttybxb/5o1qeN02Rbfbsp33bJOsayXD8vwPlHAP4sgP/Li9//rXz+XwdB8B8DuAvgiwD+xZx1rEziECIwH6rN0uk2bZBWFD/j5KFloFSzAhSKon8bWGhRu29x5ufKBPF/Mk3cPIsARBkLyxxRqRSLxZlYFwVKOvm1bGWvLG1Nq0wPsVRFpcqLIMhaoNpWdXHxqAyrXNXCV3BpwY0qRPajMkevZW5Zma7JMmeXAfDirOus7dH7kurk+OOc4aKszAQXRs45fhfV3igr3T6DLsS+ctRo4CJumRudd5ZV5v2cz5qWze8YR6N6l/fwb9t2AkHqJAUXesYc2WwLBlV36b5dZID4uQJPfVb2sepvy/BYIKZlRPV3EgjPAvR94zUNExp3zTwsTZykSRP/23ge5LcZBMGnAP46niubvxsEwV8A8BDAvw4AYRj+MAiCvwvgRwDOAfzFMAyv5+AtIMvuAC131XUAs64PBRRkITgRDw8PHfXIjf9yuRwmkwmAK7cQFZUuznwGa6lGgRz9TNukk5wshx4dQWWp5QTB1cneCnhICatLiPdwU0NriRHMkLWp1WrOz679R4WhfcB+0HqoOJV1okU1Go2uKVnNUrNgxrI2rEsBDpBsxaokLXDzWPtp5LYwSzeta9KwH2n7JUrZWwMjbXsWeR/WUNN5wQVxMpm4sazHmajhAsyegWSNITU8rJ6x8Ty6iLMMBSmci9bdpHqKZegir8yJshkEcb4z7bQOAg1NKWe7yFhTD/NgTQWKejxDVD8oqKRRpjrMpourEWbHhI/xsUAvTtKC4jRAJWu5WWRZei5NFtWfifjqj0Rc/x8A+A9St+CFZJnQaV5AkvLSyRo3kNIoQd6TRtSFowsoA1Or1Sqq1Sq2trZcDA7wHBh9+umnAK6UztnZmZsopCeVweHEjGJz1MLh33pO02QyQbfbdaAql8s5gGPZG9uvfD5Vsvo/28XJzrgbKjkeoKeKiW224I2/lS1iO/X9KKvCz3hYH08+p3vs4uIC1Wr1WgwAFaoqUypfjiUyUGTglGrWv23b2IdZJMka8l3j+9w3D3x1xY3zJOswSW5K13jKufZZEmBJI2mvjSs3aiGJu8c3xgC4ec1FlYs4dYW6P3h4pQUzth4bs6eGhu85FIhwYWd9BFrKJsUxSFaPsy3KQNtzplRnKTOk/alGic840X716Vd+rhmabMt0OnVbY+h2Fdom37y0faht09T4NPNuXiA9D+j2GQpZCAR9/nl0yiu1k3GWTon6PK0l9bItWkt5cuG06eNq0VjRBV2VHhdtTgz65HUh7/V6GAwGbpEGrgfa2owmBR4WgOjfBHl0EekRDmROuF+NtlfFsij8jIrEVz+f1QI/AiwGLoZhiE6nM0NdJy3sOuYuLi5weno6ExzOftX2+wBBEnOwzLHpUxxxyiSOjbALzm0W3wKZRuZV0kn3RfVn1Hdxn9v77fWcU+pWJVNBVwq3/fcxJb7648aunbcEUhrjUy6XUavVZjJG1eVi43Hs+7P60H6mgIDsseoNZavsnkAas+dL4Y6aE3zGXC43w7CQCafuq1arzu1v9awFN77npZHIgGrfvVHjNA7EZwUhaa7JqrfSGF1J7v9XCuAsQ7KAnJctZAaAq8M2GSvC730WnlpBCg4syle2QTMpzs7O3IGZusjTZ8zJqJOSDJJvwy0bgKxsioIbsjm64aEPXEQpUJ/1Y6l0DfxVy61arbrt3ofDoUslZWC3sm3WNcXnZ7u4V0da11TWyb9MxbMMuQ1z5WVIFtA7r9ixsUi5yqzoggnMGlQ+w8SyNfqb37Mcq2+0LjWOALhFnmdj6XzVfcFUj6lhY8GV7Tu2Sa+3OkJ1pqZqa19H6SH2qRp1PnBJJpdZqNRxdMVzvzA11qhTfOwX+0WPl9FrrNEyLxi3/bSIRAEWHxhLU1ea2MafOoDzKon1N+sg9on93AYfRwXu0i/M9MezszOMRiN3cjkHHwEOA+98CzOvt5tfWcZEFYp+Z9Mdrd/e+vL5DGp5KGNigYjGGqhCYZwPrVmeZ8Pv9F77YxU6D06Notij3l1Wy4n9HVdm2jKyKq84q/CzCniyWsJZyrgp4RyzgEUXfwUwOreSRGPRyJJalkN1ENvCBd7qJt4DXHdBKcujcXbaFsvy+K4DrlgQZZDVsLTgzWaPsgyrk9gH2ibqVz0Pj2DHMjgq+iwMZ+D95XLZy7JF9eM8DHDaeZ3EGs0z/m2Z/D+NAflTB3CWRe+/DCHKp1j6Mo7OVlYHmEXKDBSmQqKvmGIVhPrqLZhRgKIZThZo+RSJAggN2FXhM6ji0PLt86mFxe/1OZTFIchh/BH95GpJ+awzjW0Iw3AmGFutziR3g4KcmxYfUPWNNSAZ3LzKc2weSXrmRftkmX3qAy+WBbVWvMak+IwoLVeNEhufo4sw4/3IQqgrx4ITH4OhMTy+/XoU2PBeu0Bq0LLG/3FO+wCHnlCuOo1MivajMi1aHxM3WBfdVbo3mE9UL/I5osDRIkBiHknSH2nEp1sXLfPWA5woJauS1oK6DYo3zfOo6GCnQrDR8rYcXeSVqVEXkZbPc1pqtdoMCGKatyocnUjaDk5wWkF072ibOJmpUGwbfZaZPj/vsenXGlfAz/Q4Bx/A4f+accFn5l4/lUrFKRRriSpwssGCGuCs1jEB6su24tNIHI38WRGfAgWSrcwky1jnX5o+S1tv2mtsuVH3KRigfmBMnTIXOvajytG5ZYN9LZNLsS5eLvyaqalsq+49Y9kb1qMZU9pe1ResW+PjOJdZjm7joTrQ6iQ11uzmnrbveD11rjLYvvhKfXf2+S0b7gOHy5RlMbw3LbcS4MzTmctAe742pFXqWYHLPHUQPBDpc0JreRaI0LpgIBpjZfgdA3p5XATLtdkMbCdpVzuR1AKy7IpaXgQc+jmVEkERgZFVGqqQVdHYxYVAqlKpeCc8lYzun8FNCAG4/S2stch7LdDRMhkwaF1pUePD9+6jxm6Wa+e9Lu4aHRv2Wu3j26Lc0oiPMUvqK/1+2exKVL2L9qmv7DiLmcBekwf0Hn1uBRTKMOiiq65hLtRkSfR6BSycd5xTBD92KwZtB+ez1Rs2/k4BEq+xoCeK9QFm3XHqste+VNcX26NubBuvyP99+sWCPQU3ql/tPMwyNpcxbxdhjnzGgq/MLHXcSoATJXETMq3yvgkrdN6BZZ+HQILfcQJwDwu1nOwPRWlSS0mr/5fszeXlpYvIV+tGs6b0c7aJ3/PIBNKnFsywLfxMgZpmA/B+po/rPWptqYWooEczQaySYL+oItDNzhgXoIqO91hLUN8brSu78PMe3h/1vqMYhSRZFsiJUyQ+5eN7Fn7/KoEcn6QBOS9LsjA+Sfcpg6MxJgo8FBz4sqnsj9ZhwQpj23TXdmWFtUx+pswFDSLqCd32QQGFzQJTQKCGixpJmjTB8oDrmarKUJHt5e7u9iBg6iE1ItkmTdZQPa/tVp2u7eWzaD9FxS/ZdzIv05jVIE8jSUZb0hhPisN5pQCOlTjA87JlHjDlYyKsWOtZB7/+D8xuJKgUq2UhdKdPAG5PCqY5amzJZDK5tnEWD8pUZokMilokCmYsYLHPcXl56U4Itm4tvddn/QFXbisqPJuZxTrUBaXCHUfV6qJYq59/+1glvgNOWh8on3fBWqX4wE6advqe81UV+wxp389N9cG8QDJNu3wuKh3HtjyNf7NASBdpLuo6b5U9tUBE9YkeqqnHsVAPKGvClHN9Bjv3KWwvwZavT333M8We7WAKOJ9L2SYArk0+pszqLwU3qqcse6O6U/va966TGMJFx+sy9ZfOoUXKvXUAZ5GH+Swo1qiBSmEcDV1NUeDGon7rO1Z2QvuMm+wpwKHyUarYWmXD4dBtGsYdiFutlpv8yhqRMaHCIPtCRcX26rlUdGGxDD6j7qlBgEWFxfbwmRqNBqrVqutDKtzRaOQyEdgftLZsyrsCQZah8Qc+axS4rvSTJOs4XhaLs4h8lsCNT7IyxlllXrCyrEXLMie+INm4PlDjxQYYK8jhj85xTaDQBZygQI0MBTh0c5HVVlbZuqDU7a7tZRncI0cNHtsm1blMxuDRMGRvJpMJhsMhhsOh09PqPtM+JYulcUX6XlUv8sf2ifZpmnec5rOsskrjbJF5d2sAzrwdNA9LkrXuNJacDzUv8tLVPcWygiBArVbD4eGhK1stF+vrVmtDLSENmtXYEv4mQBkMBi6riK6pfD6PXq+H4+NjHB8f4/T01NVHMFGtVlGr1RCGoctEIlioVCozoIbPRkuIE7tUKmE0GiGXyzngQiVIgEHw1u/3Z+KCWEa323V0eBAEaDab2N7eRrPZnAFYJycnaDQaqNVqru9ViSqLQ/pbwaMGDmp/2hgcvps4JZM0drKwClqWj5GJE189aqFHlXebWKgosVY0kI4NTnq2ecBdXDsWXXjS3s/+0B+bnaQukSTGIIp55o9uA0FAoAH4nMf5fB6NRgOtVgvNZtNt46A6LwieZ332ej23wSdBy2QymXEVcfNQPheBEM8B5Hl4qkf4jPpsBDd0l5VKJWc8UV9MJhOcnJy4neCpv8rlsntOZdeZeWkNI41Z0s0RVX9Z5jhuHC4yPxcZj1F6La2em7cNtwbgzCs3aTHepPL2TTAAzv/Mge8L6LW/1QJQBcLJQktKmZJGo+GOaOB3rVYL1WoVv/3bv40f//jHeP/993F+fo6f/dmfxWQyQafTcccbBEGAjY0NbG1tuTp49EKz2cRoNEKv18NoNMLl5SU6nY5r7+XlJbrdLjqdDur1+kw8UKVSwcnJCarVqstyWl9fR6VScUxSv99Hr9dDr9fD9773PTx8+BBHR0fI5XJoNBr4+te/jrfffhu7u7uOZaLyu7y8OgmcB3bavXkImIArYKjWqAZO2/f5qrIbq2YvXqbEGSzLMKCsmyDtfVklLSiLAtgKQjTAV1lMZWdUx9gYEh37HPeaXUljgHtuERgoOxIEAer1OlqtFu7du4dGo4Hj42M8e/YMg8HAzcPz83McHBxgPB47I6pUKuH4+BjD4RCFQgH1eh2dTgfn5+cYDocuyJeJCDSUCHKAq93ZrbuO1+jZUu12G5/73Oewu7uLjY0NFItFnJ6e4uHDh3j8+DEODw/d3ljKgOvzqgvKAhzV3zQk1dCz7i19/1mAbtLYiZK4eubRecvSMa88wAFWH4vzMhW6z9VRqVRmJoSCGOuTBa4mgA1M5v90MzFOhSxMtVp1wXPcUKrRaODLX/6yc0k9ffoUd+7cwWAwwBe+8AU0m00Mh0OMx2P8nt/ze7CxsYHhcIi9vT30+3380i/9EnZ3dzEej/Hs2TM8fPgQnU4HOzs7jhmZTqfY29vD2toaNjc3nWVEP/doNHLgo9/vo9/vo91uo9frOausVqvh6OgI7XbbnTM1Ho9xfHyMjz/+GFtbW7h79y5yuefnf2kAoC8gUH/bd6LWnwYZ2+t9zIfvfceN30XHYtz9aRfDZbfpNovvfWR1880DltIuFtqOed+DdcOwDrvVgnVR8V6f/rXsIe8nA6osKIN0mT3J3X4nk4nTRTyQdzqdOpAzHA5dGU+fPnV6odVqoVar4dmzZzg9PUWpVEKn08F0OkUYhjg8PMR4PMba2hpqtRra7TYAoN/vz7jaGYdng3up38jebmxsoFarodPpYGtrCxsbG6hUKiiXy+h2uzg5OXFMt2aCqShAjHtHNHA1uFqzp7KOzWVJ0thOWqOT9FIaI8EnnwmAc9OSxi2w7LoU4PBog/F47CwMYPYwPVUwNpjWLryaiskUZ1pb9n8AqNfr+MIXvuDauL+/j1arhUajge3tbZyfn2Nvbw+tVgubm5s4Pz9HsVjEp59+OjP5Ly4u8PTpU9y/fx/tdttlLk2nU5TLZYxGI2xsbLi4mVwuh6OjI1xcXLiTxavVKs7Pz1Gr1VCpVFAsFvHkyRNMp1N873vfw/HxMcbjsQMszWYTX/va1/C5z30OrVbLtUUtVDI26vLzgRb2LeN4qEBvmyzSpiTQs4wF9raLj32bxw0dp+S5MPnAVNryliWWlWS6uIIcu5D6FiHqHXV9kSHmlhWaSaTxfpeXlxiPxzg4OHBxKzQexuMxhsMhTk9PnWvn8ePH6PV6KJfL6PV6aDQaePbsGY6Pj1Gv13FxceGYo729PQyHQ6ytraFer7u/B4OBAzhksenSp+s5CAJ3XRiGqFQq2NnZQafTQbPZxNraGobDIbrdLp49e4ZHjx5hf38f3W4Xo9FoxgXG8rTP9Lcar/ycAdS6J5oveyqOlYwSrSdu3mcdd1FtmZdZyiKvAU6CpH0RN+V6CILApUgC1+lhYHaHYWD2LBZF/hROYGZIUdTqYh1kc7a3t52v+eOPP3YZVpeXl6hUKi69myAEACaTCarVKi4uLlAqlVAulwEAnU7HBTbTX762toZ+v49Go4FSqeTaw6wJ0svFYhG1Wm0GBA0GA/R6PfzkJz8B8HzzvmaziY2NDTx48AA/93M/51xTZKbYZ1SyjP2xAMfuBk1r054cntZqvw0uq7QK67MKYF6WJOmWmwA3dmHU2DGCdxoo6qpVkONjcYArvUMdpQHAXKh5X1SixGAwwN7ennPjNJtNBzZ432QyQb/fdyCCAcNHR0fodrs4Pz9HqVRCvV53n49GIwDAeDx2AI4srz5vPp937jS2sd/vYzAYuD4ol8vodDoolUoYDofY39/H/v4+Pv30Uzx58sQxyPpcCmYsc6bvxuoejQu0/ZXmHaeRpOuT2Je0QEh1pAVVy2KiXgOcFPIyKT+fP1URvGYKUHzMA6/TtG2WqUFsjLth3QQVFN3DotPp4A/+wT+IQqGAhw8f4unTpwDg2BUGz9H1defOnWtBzpplwDqp+EgTa8B1s9nE2dmZA3mXl5fY3NxEo9HAdDpFvV7HvXv38NFHHzkKutlsYmtrC1/72tfwla98BbVabca6JMABZjctY79pf2lfcwEYDodOsVpLf5Vs3yrGZZRyeg1uViN2sUt7zypFFxyN/9DtGiyrpW2y2zgoICILUSqVri3O6jbnYj4ej9Hv9x3Q2tnZccxLoVDAeDx2iRGarUmdZsunMTIajWYYpUKh4NggtoH/04VGHcSDiMkI051P8PTw4UO89957+OSTTzAcDt0z0+XFPtPUeLYFmHU5acAzjTEagsrMZ32/9p0tIr5xG1W2D7hEGYPLADmvAc4CksbvuMgiFnW/ZvnQkuD1wPV0Tk4Ggg1+ZpUYA/sIMnQSkTXRycfPvvSlL+GNN97As2fP8Mknnzjl9LWvfQ2j0QjHx8c4ODjA5eUl1tfXUSqVMJlMMBgMMB6PAWAmHRyAA0Lqr+aBfGR8+Cy07qjQzs/P8c4772BnZwdvvvkmPve5z+H+/fu4d+/etc3BWJcN1tZ+U+aIp7mTHubz0T3F/rMptlrmvO99mTIva+NTRq8y+LkN7FUc25e23mW4zFiOLrY0fDgHOS815sPeTxCkZ0XxOnv+kgUirJesrR5hcHJygiAI0Ol0UKlU0Gg0EAQBGo0Gzs/Psbu765gabl7a7/dRr9exsbGBdrs9s/WFZowStFF/8NnJEE2n05mMST4LAcfp6SkeP36MTz75BB988AE+/PBDdLtdFItFVKvVGeaLz8m+Uv2imaXqeqLO595iwPWdn+17TcsQLnNsx7lhs4i6bBdhqD4TAOcmaf6ounw+af09Txt9fm3gKg6H/mYFHdoW65sNw6u0bWVM1IWl+8cAswqOE5CTncCiWCxiMplgfX0dtVrNBSb/5m/+JvL5PLrdLp4+fYrxeIzDw0MX23N4eIiHDx/ij/7RP+pcQvzpdrtubwk9bdhuEhaGIZ49e+ZSv0ejEZ49e4ZSqYQ/9If+kGN3Go0GyuWySwmlwtHyrO+bCk3ronLjcQ605nx7DNlxsQyLZNX3p6WnX2VQc1tF53tU/1oaX3/z7zTvOApMWaBBAKIH8jLVWpkau3iTXeWc0R+2k0BD545mctEdT30ThqFzR2lcYKvVwoMHDxAEgWNs8/k87t+/j9FohEql4kAG8NzFxLg8ZnqGYeiCgcnutNtt5HI5x1oTEJ2cnLi9szY3N3F5eYmHDx/i4OAAT548wdOnTzGZTBwgYcan3V3Z7o2jbLs1LAmUSqWSM66iAM4yJY0Rn/Ve3xiNc3tlcflb+UwAnM+qqLJRJQBcHbOg16nvnGJpZA2W42f6wwmjbild2MMwnLGqSBNrmxRAnZ+fo1wuY3d3F/1+Hx999BF6vZ5TYqVSCb/2a7+GN998E2trazg7O0O328V3v/tdfPnLX0aj0cDm5qbLpvrud7+Lg4MDfPGLX8Tm5iY+/vhj/OhHP8Kv/MqvIAxDl2Gxvr6ORqOBer3uApD5XJrNpCwN+5AWp8YwWcBIBqrX6zlmTIGR3r9KBZRFsrbhNrT5tczKsoy5NEBW08XJZmiwsZ1HFtRzIaZe4f+sX9kiC9LUAAGu2Ap+NplM3Nylm5kp4jSINjc3AcABgzB8HtMzGo0wHo9RqVSwubmJ7e1tt2FfPp/HcDhELpfD7u6u0xsEGvl8HgcHBw5kNZtNp3eYln55eXXcDZMYGFbge05gNl5J9a2yTLqPjwYXzzOv04yjuGvSGkLLEB9xkFZuDcBZhJZPS4v5rJ9F68r6/bJEz23SRTUIAufuAWYVD3B1yJvG6QCzCzuvU1CjFoUqOG2PBVpUCpVKBa1WC61Wy7mdALiNrx4+fIhCoeCCkfv9vtsf5/LyEqPRCCcnJ7i4uEC/38fjx4+Ry+UcA/TkyRM8evQIYRi6PS7q9bpTClR4uteGZbz4nEq98xn0+embHwwGGAwG12KW4lw6q2Rf4qzym5bXwOi5ZGW75tFJy1hIbBkaaAzMsjgW4FjDS8vwGVe+upTVsC4y6hv9PgxD506njmH5o9HIsb4KfAgkGI/HtPROp4NGo4HRaIRGo+HASaFQwNbWFprN5kzSBhM1qtUqLi8vXawhA5QJ5Kh3CG6UvbF9pCyX/g1cnalH5h2Y3fYjDuAsG6CkWaOjxnwaJmhe/RVX9q0BOMByYlaA5cY5pC1znkGWVJ6yCvY7Bpxxx197DQe/KitmPenGeXqNTizuAspyNB6G5ekp3HrOCjOqaH1wIz0G9zYaDRfsd3l56QL0mLZdr9dRrVbx4MEDFItFt+15EAS4c+cOTk9P0e12cXh4iLOzM9y7dw9HR0fOr99qtZyFx8/o0rOMlfrV9fm1r/Vz7pra6/UwHA5nwCTfN3+Ujk/jC19UksZ0HA0cdb3vGi0nCtB9liXu+ZdZxzy0fJb2+MpVnWDBie7Srd9HlaPHGviMH+okC3KiwJPqLOoj6kLgKmaGc7pYLKJer7vsTbIozWbT6UHuvUNmul6vu40C2+02Wq3WjAuJLi+CDAVXfCbWQ91HcKP9oeCGOtXqIAZjM86H7A1T62+SGfYBliwgZh5DL811FjRauVUAB4gOfEsjcRZT0iKTpl2L0nrLElVClUrFAQVlJ+x25mR2uIU53Usa4AZcgSfd/0EPyPMNalVSvJcLP8EUrTdOWPqmuWnWJ598gsePHzsLcTwe49GjR84FNhgMnOuL57EUi0U0Gg00m02XCUX6ms/Hehi0yOezYMbGBwBXliv/v7y8xOnpKU5PT10dNjh5nve/KLB/GRIHbG47yLFugnnu8312k2BvGWXbcafAA7gKKGasHY9J4Dzn3zqPdCHTbCvVSzpnVH/Y/1mHijIe+l0Yhi4ujtlPQfB85/Narea2kqCOpCud7AtZH7LiZHyZnMFsydPTU/T7ffccPjc0da6yxroTugWPakSpayoK3BDI3fZ55vOYzMNCqyioTgI3wC0EOD7JyswkXZsFRcZZOUnXrVLITjQaDXS73Zntv4ErBsj6vuke4gThsQ/WbcMy7Hf8sQpJXWJUUFQ2ANxGe4wbopXDfW7UkqFFRIr37OwMtVoN5XL5moVDi4vBgFRuygSRplYrVJkoqzCpjGiV8XtfULHNjrDvKK2kGU+LurmWBaQUDPs+f1UkioGIeo6kd2TfT9b+TlvvqkR1p2b5cGEdj8fOWPAxLVZ/UEcxjidq3FhXuDIcynzoNQqaVAdxh2Tuzs5293q9mQQLZVl0ny+CnrOzM5ehSqNpOBxiMBgAgDPSqCc00wrADEhScKO6wupX4IodKxaLM4HJNDA14HqVsgxdYQFz2nqjytK/49hDlUSAEwTB3wTwrwLYC8PwZ1989n8H8L8CMAXwPoA/F4bhSRAEbwF4B8CPX9z+7TAM/92kOoDF0suyuqSiJlpS2VF/L7ro2PJ8dfiEDA6DflmWxtLY2Bq7GKv1xD7SIx/U5WInJO+jkuNE1uwIWkC8ngAHuApKJhujbWRAo6ZPMuBvNBohDEOnoFgPlQyBT6PRcPWRfbKn9vK5WQafX/uR5+X0ej0Xc/OqMS5WfGM26zheFHB5yrsRXbMsSTKmFgWpPgvYfj+PnvSBsCTWW4ONdauJKHeSAg8AM4dc+uJ2qKeYxq3Ms7pztHztfzIlBAQKrgC4IxIoBDrKwiizQj2hfUa9QGONukLjb1i2uqii2Au7DpH1Ymyi6i5Np593zkWNlVWApXnATZzY9TvtGp6GwflbAP6fAP5L+ezXAfzVMAzPgyD4vwL4qwD+8ovv3g/D8OcytN0rWTpHB0icApnnRfqA0U1JUh/QaqGVoApE6WOyFsz0UV86FQqAGbrVomSd+OoKs9ep5VUsFl1dZEDCMJzZg4Lt4LPwedheZVpqtRrW1tYcwOGz8LRegqJyueyCjDWQWhWF9qtaRPqONciZ2ReacZWFWbwtsmyWQOfbEkD/38IN6Jpl94HO0ziw4Ps7Tf1R4CaLxI3RJHDDa9Q9ouAmCXwpE8TPbCCzGhkaP8jrdB6rqK5Tdga42jeLOoSsji/WDsDM5qlkg1Un0RCjvgWeAycy1XxmzSZVkGcZY+owPhfvUwDF9tvMqaR3epslLWNqxQLcqPeokghwwjD8n15YS/rZ/yD/fhvA/zpVC2MkybJJy9LctCRZWWnvjbsmCeTQYqASIpvC8jm51W/us5ZUwXCi+gYVn1W/81lxpIFZPzfjo6IAro4+4MRl8HQQPM+AoDuIwIVlkjYej8eOvaIiYlo4+4TWlzI3CmgsS6WTh7uesh5ai7w3aTH7LIoF/Eu00m5E10TUvZT7rZG1SN/Ye7XfF2HPfPdGfWZ1A5kNuwuvbZ/+5neqf/g/gJlNAbmg2/7Uemzshc+9zJg74OpMLcbNUV9ofKGyQGSDqas0E6parTq2mYDJsjcENwRctm/1GRXMEURptifbbl1ZSe9uGfIy1tOkNvieNa6dy4jB+fMA/o78/yAIgn8J4BTA/yEMw/+v76YgCL4B4BsAsLGxsYRmrE7iOtD3AuYpM04hxoEcUrFUHlQEVEbqgvIFBSp7Q6VDxWP32fG1O+q51cIj+GCgIg+d00Mu2RYCEQ3MY3ncJwe42oem3++7/uGeN7SA+LkqZ9ajIEbbCVwpoOl0in6/7zLKrCXmYwxXDW6WwJIsTeKYzRX1w8K6plKpJFayqNFi2Y+0kgQc7btfdh9bAAXMpntHWc0aEKzzIQow2QwsGzCsLI5tm/6vdfF+dW1revjFxYVL3ebRC9yVnGLdVTZRgeAGgGN4NM6QhiaNMLZHda4yMsqCK0OkbSa4YX8sMgZWrS9WMSZ9dWSJQVoI4ARB8L8HcA7gv3rx0RMAb4ZheBgEwe8F8A+DIPiZMAxPPQ39JoBvAsCDBw9COymsFeR7uTHtWuSxUkkamts3KZdBg9sy1Z/M6+iK0RRmLvDKzBAwaNaVbluuio33sj1KMfNe/YyghvdWq1XUajWnFMbjMS4vL9Hv99FsNt1hdb1eD2tray4Nm5bMkydPXPAxJ71u7lUulx1o0jYqe6MppXw+tQh5/Wg0ckGFSsn7ZBnj7WWyPst02axKiS5L17Tb7ZkG6vhNanuU8ZHms7TlWmPCsiN6T9J7m3dMsWwFNwp+dI5r1g8AL8ixulzL5Ry2wEkXMl5LvaQJDro2sA7NMlI3PncWZjwOGWVlgPW4GAUf1LF0tfN+BTe8jpmjti+UybbxOmSJlLlRd9rLMmaWzdJGrWFp2wEkp4arzA1wgiD4s3geEPhHiE7CMJwAmLz4+38OguB9AF8C8FtxZfkQv07uLODG973eG2d1xkncS/CBsyz3zysa78LJrpOLbinganJRcdgD8/hjg4uV7WCdqox8LAuFmwoqVQtgZkdOlkGFQaDCHUM1O4vnsehhnPV6HcDzAz4JZLQN7AdaUqyL70q3nie4YVxPv9+/5tKyyp59ksTkJbFwVm7CGoqTLDTwqmWZuuZFeYnfp+3/RYwWShJDHFWH7/MoHWT1qS3H1xYLbvi9gg9lM6OYYp/Rp7+t8cAFXj9XveS7X+/VuBuyMJbV4QZ9Gtdi9ZR1JU0mEweKVKcAmClbjUIFYeoSA2ZjbnSHddXVSQBjESNkEf0SNR7t/77xmaVe31y07zxO5gI4QRD8MTwP9PtfhmE4lM+3AByFYXgRBMHbAL4I4IM0ZWYBLVlekG+izyOLMkaK4u0iqdaSnRi2fPvdxcWFizXRlGVlZpSBsIBGmQxldixYsc+q7Icu9PyOn1s/dBAEjuZVn7sGLnO/DVp4qgQ184HKQdurfWOpXQvW9DoqIMb1MKA4zbtNe13SIpV2rFqF7hsnen/asZt0XVR5vgVsWbIKXZOy3muf2edcNehL6ss0i8wi1+v3PhChc5cLtOoV20dx49YHouxc9S2g+p3eZ9uoAEf1iW/hpN5RvWCBjeo8lqXGnoITbY+y6Bq8rLopapfiKICaVbKO3Ti9lARYlgVy7P+6HsSVlSZN/G8D+BUAm0EQfArgr+N5JkMJwK+/KJwpmv8LAP/nIAjOAVwA+HfDMDxK/SQJsmhH+cqgzLNA2ckfN5mT6o6zopIWMQ34Y7AaXUMEOtZtw78twOLnCnB8faPt8S3QHHya3cDPqWTspLfl2/sU3Gg2g8YRKZjijwWIts9pMdJtNhwOHfVsn1H7J+r/eRf5ecbzonXqvUlKz3fdMuaklL9yXTOvYo0Ddb7PFwV6acBu1EKV9D7TviO7SHPh1+/UFWTnaxpAzPZaHahxeHHP6wM+rINtU3e9siwKSGxZ6k6y4Eav57NacKPxfSxPWXBNI9dEC2WNotaTtAAlbgzF6XS9Nk6vLQK0osZg2jamnV9psqj+jOfj/zzi2r8H4O+lqjmFLKIsl1kGxYINW4/vbyt2F1317VI0lkUHuu4wDGCmDNbL9tGi0hiYXC43E3is9dLqsmwLrR9VbpZ+VjTNdlm2yBfETHDGjfpsX/t2PFWlYA+ws6BFJ6nvcwqZG82W0qDiJIlSsvPIMscrJW15aa9bFXPxMnRNGpYri0SxDLa+ZUkcSxJ3jxWrvzS1mgABuFqoqQ+oi1QH+HYKt/Xo3LRxfxQb+2b1oX0m1QPWlc5nUN2nrJNd0JW5sRmYdr5rGxWo6HPYbCndNZl6Vt1qad9VlMyjQ5ape9KA6yQjAVjcULj1OxkndbrPmk5TJpBMzyeh3LR1Rln/nEQKHriwl0qla0jeBuFRGHdis3tKpdLMHg0KjHSiU9RFRReRz/2l7dWsBQUuBCMqqgB5vWVz9Bk16I/1UiloWdqvPmaFP8rqaJ/y8MzRaOQyppIWqqjPsopvfKcdT6sCGovKbW1XlCzS3jgdkmXMpGWIbDlp2x51vYIUzj8CG+4KroBfM32UxWEGpAUsGmjrG7dqAAFXG3JacGRjY2wMoM3M4neqQ/mcmvXF+3yATPtD22rfocY5Wre4dTXxfCkFN5oI4QNwWcbnMgiBLJJ17c1Sd9p1Ok5uPcABrhaBKAXi65hldLyvg9NI3OJIqlTbrkCDnzMQlpOfFoku2pycdEP5JjqPQdB9Jqy1pCmaGszHDfT4oxkGqjwIhJSiVlDBv3V/CM38Uv+zWoh2q3MAM5ts+SwpfW98HorPv80TiBlAmBRPM69lFHd/WnAdV34USIobw68aEFmGRPX1Mvoi6Z0t0zK15cV9xs91fnDuMhXZZhYxDVoX+FKp5BZn3TMmDMOZDUOp3zhvtYwoBkbnqbYNmAUWqicUXNkAYQuorGGj15FBsQDHXq9MjYoCOBvfp++ErnV7MrjG9SwCbnyyyjnuW+fSAvOo76LGtO3PtM91qwBOnAWU5sFX2a5FFxyKsiSWdbATRK/ThZ+fqeWlcTdkRgC4s1l4vWYMUFimBvqyXWR/eJ0N6vIFAds0UH7HoDpVSHa3T5YJYIapYf269bm2XUEw22v933oaOoCZuBsyN7ZM/V9l1eMuq2JKc32WMrMwA8tWyquUtO9t2e83jXWaVtSAydLXGjTLH+4JwwMnNdaEeoWLMg9+tBlOFLLRapSpqCGlDKqNIaS+s8AkSlfavlSmxwdutHwCJA0c9i3cce/Jghvfd6oDNdPKt0Ox7aNlS1bjP80YtX0fZ7TF1ZmW4UzbtlsDcLIoaN8LykrZZpUkkJO2Xh8TYwe3WixKYZIyZpYPN8xbW1tDtVqdubdQKDiFo8cf6C6hdC/xuawLi/9zB18bSOh7dg0iZnv0t7qo9FoFRbYf9H8bO6QgxtanfW0ViVqvPJTPp0RV7LPYvxeROHC/jDLjLPss5fjEgvGfFolaKKLYNJ8s2l9pQY4ylrpBnYIbZRroStGTuEulktNBGkSr+kPniDK+gD/b0IIXneNxzAtFU65930eBBjW8FHj5+jdpLtr72Sd2R2Y18CwTFdfmeSULeIkbv/NIElNj61yV3BqA45MoUOH7/KbYnHlFX6b16VK52CwgBrkxs6fb7aLf7+Pw8BAHBwc4OjrCcDjE1772NTx48MDtH6MHVLIebo7H+sMwdEHH1iJU5oUynU5nAggVaBCAqfvKp3j5bHxOTdu0GQ0UCyZsKri9RzMXVInoIZv8nOBG09Jtu7WeecfXbR2XP01gZFHJwpbM269ZGZmoMnztoT7gTuJ0y/L4glwu51xQPCm7Wq1ifX0d7XYbtVoNAPDkyRPs7e25Q2eB2SQH6hMfO5vP52f24uI9Omd9c5vfUzdp1pE+X9q+UVBljZok48XH0mhsj9UTCnCi3PGWXYqTNIb2POMozT3zsihxdaaRRebErQY4QHaQk3Rf1PWrXIS0Hi6y1l+sGz3xdNqPP/4YH374IR49eoQnT57g8PDQtZW+8nK5jN/3+37fjE9cd9ckINFsCKWgdWKpAmG2Fj9fW1tzGwcqkAGu/MiqhBQ8qXuK/mcFcdVq1evbtgpD6WzLgllAx/ayDhvER8uV58j4lJO2KckiWWQS+u6NsljnKUvL8Y35VTIMn1VZtr6wRkbWe+P0JOenHm/CGL9SqYR6vY52u41Go4FGo4F6ve52HW+3226X8V6vh26365hP1k13ONtNxlczJn3ZSmps0ODiHLRxgjS4WCbv08wjdZf7+pXlWFDFtttr04AJDdJWFor6SI1B+8w+Hexrj33XSbLonM1yfxa2Mqrtcf286LPceoATJ2kGIBD9EqIoZitZlFnSoLTp05qtNBgM8OzZM7z//vv4rd/6Lezt7bnjDMj0MF1T28vdfJXh4KKtk497LxB8+AJuNUZIM7OU0rWWmWYBKDvFLCqd9Kqo2Beslz/aPyoESiyDSpFtsOnrZGk03ZOf8ygG3XhLrSu2Oy0gWBZYnhfYRLXLim8BXQZzkLUdt12yMsJR/WrL9H1uv0/TtrjP2RYusnRLDQYD9Ho9nJ+fo1KpoNVqYWtrC7u7u2i32zOH2TILsl6vo1KpOMPr9PTUlUF9YttA/UMQpQs857dmj+qi72NM1XgBZrMxqXcIqtQIoj6IAzw+w8oCjjjgqLunUycSUBIEsg6+C6srsgKZLKAircxTRlQ74tbduHvSEBJJDJuVWwNwkgbTMutIKjeqE5PakeYF6Y/KYDDAO++8g3feeQcfffQRnj175rKY9BwltXYKhQLq9fqMIrB0r91zxu4izO80nZP1EQzxeipKPYRTD5a7uHh+wvfa2vMTwavV6kymlQI6y45oWwk6mAFGoZK0NK+WoUptNBo595MqSVL0PGyPLj2ln7WtUQAgjhWJum7RMaSSFgzNu6BaizKuvDTPdpvF946TLMusIHRVVmpUeRzz6pa6vLxEo9HA5uYmdnZ2sLu7i06n4+YAswoZYHxxceFYzr29PRwfH2M0Gs3MVzsPFFwBs/ExnKPqRicwsaIucOBKL7AsdZmHYeh0E3Wd6hm20R7lojojqg/1fn0+BWU2jZ0GJBlrgjEmMzDY2BfTuExJs34tEyClYaGWUacFqlFyawBOGvEtKPMomqz1LUPYZl00ObEnkwk++OADvPvuu3j48CEODg4cc6OWgh2sa2traLVa145UsJNVFYsqFy1LAY7WwwlIUAHMslB275xc7vnmgoVCYSYQWMvQ51cKmkBEg6MpPopbLVVLd9s9PAjaqGSOjo4wmUywvr4+835U4UUpnqhxsYzJbBVqmnvjgMiqrL0kxbmqObkKmRfIxH33Mp9f2VICHKZ8V6tVbG1tYXt7G9vb22i1Wi4DkzE5nDM0MHjy9tHRkXNvaTaj71l9AcWqNxR4RB3rYMe16gYFOGRGaJTwPtWLfFcKZpRFVpeR3uMT1TMsR2MfqU9pANbrdeTzeYzHY/T7fUyn0xn2K4rFSZKsc1n1ZRb9clPim09W5+vvNHKrAE6aht/kC8mquKMUnm8B0om1v7+P3/md38Gnn36Kbrc7405RZsFmCq2traHT6Xh3AQWurBUNulVGh2XR2tAyWBdBiwIjVRyqJKhgGLxLBkjTva2f3FqbCrZ8p59rHytI1AwwWp16hgw/Pzs7w3A4xJMnTzAYDFAoFNBsNt3zsJ16ankSexH3ub73ODZo1TJPnT7lwrJedVBjJU3/xL27ed/pKsdCGIYzID+fz2N9fR27u7vY3NxEs9lEPp93sTk8ooSuJeqPtbU1jEYjdLtdjEYjALNuorj6FehEMSucbxZcqFGl7mXrElIWx5dNSWGdygTb9luQxLZw/lqdzP6hjtOsTQAol8totVooFovo9/s4Pj6eYZUte33Ta+Ay9ZEtxwdWfNfZMuL6IKvBdmsAzqusHFV8C4KKbmN+eXmJ4XCI3/7t38Z7773nFMxkMvHucGxZhVKphN3dXfedRecUndi8Rk/p5oS0gW+q4Hx0MV1VfC77/OoSA/wZCFZsmrktUxdX3+BmkPVgMHDWpzJD0+kU3W4XDx8+xNOnT9Hr9fBLv/RLztXG62gZst4kiZt4FpxFKZVVLHbLoILnBUe3XaKAWtYyooyal9EHuogQ0NNgqNVquHPnDnZ2dlxgP2PR+v2+23aC7vBisegAEuN3uC2F7jKubuyoOWmZV8vkMF7QghQCDj6Tgge9V+erza7SOcf+UTd3WuaV11tmWt30CoDW1tbQaDSwvb2NWq2GbreL/f19nJycuH5m25Whnnfc+HRQGkPEN8dtW9IaAHGS9tmiGJt55uqtAThpHj7JelqWQkmipVWS6Gt7vWYADIdDfPLJJ/jBD37gJgqD5Ww7bD0MEmw2mzMBw5y49J/zXgVWBCsEJXQnqZtIWRG1puhfpgJUKpaTnG4q+u7Jhug+EJzYCrQ0gNn3LlR5+JQpg4oZbxCGoduoUP8+Pj7G4eEhHj9+jH6/j1qthp//+Z+fUX5UuNZNlbTgRymUKAUSdV+WybwM19g891uGZ9nz8LbIMsBKlr5JGmNJVizHO8EJ4+nW19extbXljoHhBpfcV0s3u1RGYjqdot/vYzAYAMC1HcZt3J+vnQpcKMqk8HqbQMDfGqhLkKOBx9Rxqh/sPjSsy6ak22wqlmHnp+odgpJisYhSqeSSHzToGXhuhLbbbWxsbKDZbGJ/f9+5+pQNY/ujQM4y2A/7TpI+t+/SN87SlhdnlEaJbw21Bu4rw+AAyYGMae5ftnJNalMaWk6v4ZbmtDgePXrkAuPshluqOGw7GChoKVX2gdK7eq9mKWnAL11C6uNWa4V/Mx1cMxguLy/dFu50S62trbmDK7npYLlcRi6Xc/EAeh4V6/D1IRXXaDRyioQ/vFY3LRsOh25/D00BD8PnabGnp6cYj8eOrfnhD3+IZrOJe/fuuf0+2AdJ7zvpc31nq5IoMD1POWlFgfcqmKebkKh3nHTPImA0SUf5DJp59KImBYThc8a2Wq0in8+7mBy6bxUsqMuEIJ8sz2QycYaYb6+rpG0VFDgQJNhnt7F2LJdMst3mQo02vV/Bj48Vsou3Bgn77tO2r62tuS0vqPeoLzWoW3UU9eLGxgY6nY7bbHE8Hs9kj/ra4QONFjCnBRCLMkRR5ccZOHH3+Nrn+3/eOXerAI5KHLUWByqWBXJ89adlb6zoy9fF6OzsDKenpw4skPa1AcW8T5F+tVpFo9G4hmi1DnVJ8X8yN6pIFegoXWrTyHWCczJT4UynU7dJGO+jFchrNKVSFYRaRACuKT5abIwN4Gfqd6cS1mMXFACx3wqFgrvu/Pwcw+EQuVwO7733HvL5PO7cuYNarbbyRXsZ5fvYE993y5Y4hcu/bzuLkyVzJcloWZZksa4pcQsC5wznM13KXFg1jZlzWv8HZg0HNUpsbJ+CjDg2QOekZUN84AO4cutTP+qREqor7Vy3GVrWKLLsjv2h3rMGoh5bwSwpPgt1ITPNNLYxCAK3t9BwOHTs2Hg8nolXjItrsv25SsmqQ7TPVtGOeeTWAJy0Vsptshbj2hz1P4GEngVDloETh5aTD+QEQeB2GiU4sJZRXBtsBpUCH603CIKZDCSlaIHZM6gYVKwH9k2nU1QqFQem9DtS3LSy6MLS+BsNSGYbyPxoPJAGDmuQJK/R08hJJdvDNcvlMvb399Fut1GtVlGpVLz9p322yDiMAu/zlmkBhQUbLH9ZovWtQqHdJlnFGFilEcbPCXDULaSghXtAra2toVQqzWQ6EuCEYThzrAPL0Dmlz6Nu7ziLnrqKepBiWRgtn+1h/QpylPXW3+pW176w7A6vZRv0+fUZVEeXSqWZuD32tx6FodtPUIfm83nU63U0Gg13RAxBpGas+uaz7e95Jel+H2i+CcY2DTvk+y5Obg3AUcmqlG+LxZimDXb3X8aqlMtllMtlAEC1WsXJyQmA6y89l8uh1WqhXq9fyzKg4uCAsFaq+re1PH5HS0SVGMECrT2lbSkKXkajkTttuNFouNgbUuMKcDRzolqtOoaFFDiBHy0j1sF2KB2slDufT08eJ7UOwClsApzz83OMx2M8fvwY5XIZ7XYblUrFa+X7XAgqi0z+ZSiPmwIbNjjzVQI5WdibVckq+4tzlPNBY+OCIHCGFfeN4Tzh/FAXNBlRuq6VvVEQogaSzQiyYFh1VhSLouX7FnjOWxo/vqNYKDpWNRBZ22OZIAt6lLmhoaS6SWNvCHBoKOk1YRiiWq2i2Wy61Hy6//geopgwn+GifZdlTEWtsYuOy3l0WJrr513fbyXAocRZpknX3laxE4tnuozHYzdxtra2cHJy4qX/8/m823VUJzOBg9LNyoZoKqalkzko1bWk260T5FDJ6TbtvFfp4tFohFwuh6OjIzSbTceKMIiaSnI4HGIwGKBSqcwoUPXx6yGhmhXCv0m3UyGpAi6VSq7PyXxRYZMNKhQKrr1ra2t4+PAh1tbW8Ht/7++9pgTSgBv7zrJOdt87j5NFxv0iDERc3a/CPAT88RjLZJLnVdxJBp5vwdffuvjr8Srq/uB+UNyTpVarzTAzQRC44GPG8dDwUZ2iAEdBgo+JUKHxwrlJnaKixgmfV9+XMtg0dhTsaH/p59b1blka6iAaZvyhscZ2Uwf5fvTwXu3vyWSCfD6PZrM54+YnKNIwgTixY9YHiKz4xqP9bBlGS1qQE8dAspwoAJZWT94KgBNHcye9vDTKdJ4XFffi9X/9rZH3dvdOPqPGr5AqnkwmaDQablIWi0W8+eabePr06cxJ3tzHgmBD2R9+ZrMN1NLQHYj5m3VqlhU/J5iwk1djbzS9nKJK8vT0FMPh0J1OTMVBZVEsFlGpVBzro1vF67ugv1ppaQrjefibZbNd/E4zwFgmXWCDwcCxPJ9++ik2Nzfxuc99buYdM05K33WSC2NeVibOBaR1+ia6TylY1i3q2qySRmnedol6Rz7AelPtSVOnb1zY+csxrmndCnL+/+29a2ykWXoe9pxik6wrq3jp23TPdM/uaiWsV4I8jixBilZCYiXWJVbsQI60gaLARhQBNhIjCRA5CmIhgX84iZw/BmzIkCA7sCVZWCtZBIliRRKkrJDVZiXvenZnZ6e3u6ebZDeb97qxyCZZX36Qz+HzvTznq6946a6ZrhcgSFZ937mf9zzv9eg1KWpSJn8KXQSc5S/D9Rpy6rWaBl2TqtWh9shqi0LRT9oG+v+FAAzbpPyKn2k5rFM1WwrUFBgqP2R/lBdqf5V/JclRsANBzs7ODra3t/H8+fNUn226jEFr4byA3JLOlZZvP7fv6O+ztCWLZ9q9MWh8RgLghCgvKn1RlAc5ctPppor1gYuamgu1wQJApVLB/Py8Twzl3JEPiZal6lllbDHTijqvWZ8dbiz2jYf54eGhz4ehDsUKdLL8dCwg0sRY+kNwork1FBiybI4pGTVvQKaGiOUTxKhWR50alYlzzhgOe+XKFTx79gw3btzwGVt5SChTZjti4OGyKA8zO8+++aABlLOSleBfBljLA5Jj7+lzFjioOXdychLFYtEfmOQFXLs7Ozupw5wAg+taI6asaTLUVm1HCJRoZBJwIoxxLKgJUlO5+qdwXwNIgQ9+z6hU1qtjpnzECmXKd1Tbpdoaaow1kIEU8oO0oIdl0Z+nWq1iZmYG3W7X8yP2WyNe82pEXtR5mUcoCFHs3LTfDdJe5qWRAjja0ZiUGpIYBqmxhqk367Ms0ugkSlKhtnADtNttrK+vn1LRqnMs7bQ7OztIksR77APwgEGBh0pnIfWrAhx7MOuG5uantMFNyR8mBLMmo5h6mL+1PG0vN7uVmhSocXxVhUybeLlcxvT09CnVrmWSHGvN2UMfBQKcQqGATqeDjY0NdDod1Ov1U47PoTkdFSBOiu2hs5Z1mc+PGl32fNryzwpybJm6V1WgYFDC1NSUL4v7iICCKRgApPJb6SGvzrIxsnzTOh6HntHy2Ta2y2pyLNixPyENk9U2qSCmGmz7Lp8jWLT5gmx7lS+of47yDAqPBFHFYhHVahXFYtGDHPJ0uhwMsw5ia+MiKMRTsoSC2Lkco0F7LksQidFIARzVeGRJLoMGbhhEaN87zyIKLQDbFm6ara0tPHv2zGtnuJm5OWjSmZ2dxfT0NHq9HiYnJzE9Pe21KMARM2JeC/X+1zpVIlGtiEo/1KRYJqC/2capqamUNkdNR6oipiSo0pJVc7LPdq5sKKr2geOg4Zpq1mJ9qilSKY/5QHSM1Omb9+5sbGygUql4LU7Ip2CUD/OYFBt6xj6Xt8yQhByqZ5TImlS1rS+r3TGQE+JtfDY0l1zH9EcplUool8t+HXM/ksfQ+Z85bg4PD73JG0Bq7xAM8LfOtf49DPAP8U3lFaqRtQCH31utlP1ewYvVIKk/DZAOuiC4IY9TzQ3bZzXN/Jw83QY+KLii43K1WkWlUvHO3ARU9DEaNeEpL+U5l/n/ZYAbIAfAcc79MoAfAbCaJMknjz/7eQD/MYC148f+6yRJ/o/j7/4mgL8K4BDAf5okyf+VpyF2Y9j/Y8/mpax38kgkeT5XpA6kry/Qxd/tdrG+vo5nz555hK/XBJDpTEwcpfoul8teelDtSKFQ8M7J1O6oGUUBlm5w7TcPemvvtuOj6lfduFkAR98N+awo6FDQQrNTSFpT7Q21PhrSqXNA4MO5YT9nZ2c9SKNvDt8nKGu323j//fcxNzfnnb/pIEjmlaUpvMiDMnaY5aW8h6cKGLHvhzm0hqUXxWvsPshoz6UAniw+lAVGs9634GZ3dxfAUXQiM54zRYLe8cb71pgTSv366DNHk4/6vdn9Nki4UyFHn1EBI9RvdV5WHqCARsvTZ0K8Q8EawYSaj7S96n+oUZfqsE1+oIEXmq+HGh8N+iBw4melUgkzMzM+1QXbRVOWjuUgetGAKMYrYs/x7/OAHC2Hcx6jPBqcXwHw9wD8Y/P5/5wkyf9kKvwEgB8H8KcAvAbg/3bOfTxJkkPkoJi6yw6iSjHD0DAMw9Y36Fn1veFzerADJ4Dn4cOHWFpaws7Ozql2qSOsc84fwo1GA9PT09jc3PQHLsObNYMwHXetFBRS36q0ElLzqkmL7SSj4wGvOWoU6IQYlh1Hu3npK0B/Ac6xap/IVNScBZwOkydoUgmNfkU3b95EuVz22ih+rm1LksRf58B062rO0r4QFNm5DK2Zl6khyPofGKzBGdQPro+zAhy8QF5jygKQ5jVW0xh6nu/kLT/2/Fm1ghZAaNoE8oXZ2VnMzs769a5Zvp1zKX8Vho9T41AoFLzpF0gHTugFtuRzKhxZjYzyGO5jmp8ssFDQQ2Ck5aqmxo6B1q3t0XcApIQ05bccR9av5nf2QTXDKlyxTprA9/b2fJAFNTIa/KBlVqtVVKtVz9PJTzk+qp0OjbGuGzsOwwD1mBB6Vg1KqJ22vXk0fmcFbQMBTpIkf+Ccu5uzvB8F8GtJkuwBeOic+waAPwvg/83bIB1A/VtBjf1tnw1R1gCFBta2Y1A9ocObIEA35ebmJr7xjW9gbe1IIOUCpk+KInyb1Zg30yrAAI5CzNWMQttuViSDqm4tA2EZFhSx/+o4x01KU5kFOLZe/UwlLQDeLEemSqnIapes2jnk78Q+AOl8GxMTE5ibm8PMzAymp6d935Vh0vE7SY7urZqbm/MAE0hLm5cl5Wt/LrueYYjt0D0Ye25YelG8JrQm+fl5xjgP8MlTh31mEO/iPiS44TUBMzMzmJubQ7VaxcTEhA9T1v1JjSj/537WoAcKGRTiuF+o0bEaEB76tt3ca8pT9OAMCUXq5xIaC/6vAoauzxBf5vPU4iRJknLAVsBieTiFKxW69BkVvLrdrr/Da39/30epAUiNHTXS5XI5layUoEgBzllpWJCjYzsqpGe+ndsYnccH56875/5DAF8E8F8kSbIF4BaAz8szS8efDaRBjFI3wlkknkGTdpGqPd28upn39/exuLiI1dVV7zjMZxRkqD+IJsSjQ1qn00nluSDq58HPqCfrEGsBgkpUFuBYKUl/FOSwbSyT1ynw+5A0Zesgc6H2idooSpd8XhmNMis7v6HoAz5PaalWq2F6ehqdTsc7ObMc9uvg4ACdTgftdhs7Ozs+lD8kebwIOssBfFZmNcyesnQJjPFCeU0WnbXtoYM3puUKfRYDR3nADQUiRvgwt02j0UC9XkexWESSJCkzCzU0wAnIIbgnqKBpxpp5gHSeG9Vw8P+sdtvDiUIK97iCGgueQs/oePC7QetXNTN8V/vEdqqWWyNAbWSZBUETExPe7MdcQgRA5PfaBzqD0x2BV2nEtMYvAnxc1JkYW99nKVvXTh4edVaA8/cB/PcAkuPfvwDgrwAItTjYCufcTwP4aQCYm5vLVelFDHiMecQkg7xkD1OSMoFOp4P79++j2WymHM90o/Bv5lvQCaWDLA9jMiPa3TUiiU6GWgdBhB72oYiDkO+L1eao5EigRelGnZItwODfCqBsyLgCHpXqyDgt41FUb9trnQedOwq3r1arKJVKaDabqXL4N23gvV4PzWYTzWbT3/1l1431LbgIugjQlFVGaH1nHcjDtOeCme+F8hpml71osns59F2e94d5zmpvmJ8FAKrVKubm5lCpVLw5iBpWu17V9ETNMwELAQ4PZ+voC5xkMifAUMDCcoG0kKOkgILPhUCOHQOr9bHl6fP6LHmT+hSR9xLIWMFPhTE1jSlQUf7D7+y9XzZRIMum1r1UKqFYLHr+zZ9hfXEsnZWfDLvvY8/nKecsfYutAdKZAE6SJM+kUf8QwP9+/O8SgNfl0dsAnkTK+EUAvwgAd+7cyTWKFgVadSKfGRYI5X12kFTCdtlDod8/ugxydXUV9+7d85ufDIcOwtxwNK1wkdPZj+HZzDqqfi+qnaEq2vqlWABgwY1qU+z3odBt9g04bdO2/kccIy2Tm50OxpZ5WCAFhB1EbVSDqpv1c9KVK0c3K5fLZV8mf6ujNn0Stre3sba2hmvXrgE4UcHbQ+2iNDmDgMkomar0f/v9RdBF85rZ2dno4IX6M6w56SxlDGqDfh7ibTajd7FYxMLCAubn5732huDHhjezHu47msU1vJmZjNWconuVoErNQ1qu7Yt91vaZP+QhGhlqx8MKG3bM9IcCD99VIGb5nPU/5PMK0tRUz+8J8Oh6wLnRbNAqxPIz8kBGU+3u7nqeqpndQyAntL5Ca+cy6bz7fdD79nzNy2/PBHCcczeTJHl6/O9fBPCV478/C+CfOuf+Lo4c/74JwBfOUsdxPQBONrVVT4WQW0jCDi36QQtAD0d91nr1cyFrmeqklyQJdnd38fTpU/z2b/82ut1uylYNnNi91ZGMGhEyENrEed0AzTnVatV/T6ZUKBRQKpXQ6/V8GLVuLvWxIWX5uZAUXKhko/2xzNEyAeDkjiiWZ0O8LUi0pjYLKJSRqqbJlsnnkuQok2i5XPaM1DIvziM1b+vr69jZ2cHMzMypejWCQn/b/nBNhNbdoM16Hsko9twgUKJCRF6metEA7DJ4TWjc82hdBjHhGDgZZkyyxtm2lYfk7u4udnZ2fIj3/Pw83njjDTQaDQ9uaCbRKEzdt7qHNArI3vfE6EZGPBYKBX+nEnmjCiVc87HxiEnfKgxlHWYhoGO1zHyO69jyIyv0kTcp/7IaFOuDqEKitkXdCJTHU4Di+Pf7fS94MeFou91OmaliGrCscYmN7TDPD3rXfp9VVkz5MEgpETqz85gi84SJ/yqA7wew4JxbAvC3AHy/c+7bcaQSfh/Af3Jc6Vedc/8MwDsADgD8teQMUQ0hUmY7oL3Bd0N/D6oPSIcOkgnQjmolA3Vgq1arPrR7aWkJ77zzDlqt1qk2xhgs69aJpUSgYG93dxflchmTk5NeSut2u15qIBiy1xioVKD2ZdZl/W/Ybudcqv+6Ua1kZEGOjqEyFL4bYmRq7rJ18H/LrGiztmUq49L+2I1i5/7g4ADdbhebm5uYnZ317eF8UK1v31fS9saeidFlSWB5gH6ILks6fFm8Jk8f8hwsw0ixg5h5Fum+6/V66HQ6Pmqq0Wjg+vXrmJ+fR6FQ8KHHNJPEwKrd4wrEeTgTIPEZal2LxaIHOEA6+on/hzQi5xkjC5hIIVOOjid5jvIAC2yU31qhRPm+ddZW5+qYMGOFdPIfRpTRxYDRnfSDsveEnZXOso6H3eNZ/OGs6/6sfc4TRfUTgY9/KeP5vw3gb5+pNYPbkuu52ACfB6Xag1jLU80AAA82kiRBp9PBysoKFhcXU5K+MhUL3nThK5ghU1PwwXapkyC1Dt1u10cl0adEJQ/dMLHNY31v7HdWi6W2bQUjFjhZO35M/avghqY7bY+19ZPRqPRJZqMAlGNMcBKSDghgCJgoJXNedM6VaWo5lrmGQNywDOQ8z5+FeYX2Q0z7cx7AM0q8RmlYpmw1ecMw+UGkvjG8y67T6SBJTm6prtfrfs/T3BHyySOphkLbGBIU6BtI/qN3yhFAqX+hjpMKhCTVaIRoGG2DNV1b3h8CReQBFtzoczpmIcHXvq8BFjHttPJ68puQGV6Tj8bMfbZPF81PBpUbWlN5KAsIhXjWWXjLSGUyviiyYIEUkl7ylsfDLJR5Vxcwn+Ut4Wtra1hZWUGz2UwxGC3bonpLti+at4GqZDX70Lmt2+2iUqmkrlNQ4KAMx7bDMgMr1ennwImaVTU7eqAroFCzlAIfKykpkEmSxPvG2HZakAScmBL5PL/LE8auZjVtvyZJU2dB1hGjmHbqZVAW2InRoEPmPAf2y6Bh2xvjG3mAy3nBjWoMuIfV54YhyMViEZVKxScGBZAKC1ffGytgAekoJeuToutXgxr0WZq1WI9qNPP0kfVYbazdWzFtU4hvafmx77Svg4CDtsHytKyoqkGmNhWo+B75iwaQTExM+Ez2NgeQ5ddn5TVZ63PQ2g3tk1hbhhUaznp2jwzACXXgrJ2ygCCkHhy2XTHtBUlVt6yv0+ng4cOHePr0KbIoVD4lA/2fP7R7cyPs7u6i3+97Z2WCDUp5DA8lo7OaB8swYshaN3TsOW5qjkkITAGno590LHR8QweElYBUy8R6rTMl66EESqBCDU7Mvs36nj9/jna77cGk9iE0Bmy7zc8RovMwpPPQoMM3z175oIGbs9JZeFFIyAp9D5x2ouRnFtxQI8MMuZrxvF6vpwIQqLlRnzi71qxgZYG/CiTAiX8hD17yIOC0j14M8GWBEGvKCoEcfSfkO8c+qrCTpf0ICZdW+LOf6zhZnx31qQyFlCtPZNnkyyyT7zFCTftJ/qPAyfYlRhfNZ/KUp20cJATkBTchgTtEIwNwLossuBm0AGIIVEMKFciQ+fCeF2pLlpeX8eUvfxmLi4vY2dnJPDw5War2BE47y3GjE7xw45KhJUnivfGLxaLXJHW73ZQPjgIcu7nV9KVML0lOnJTVoZffs10sSx35siQXMiJlwCFNDp+3zn86TqG6lVEDJ9lad3d3vbnP1qPjQWmJjn/r6+s+6Z+mXg/1U8scJGGFmGyMYgD0vGSl49gz2o5R0Eq9KNLxGQQO84CaGClvIX+huYn+dQTOzOl07do1zM3NoVgs+meZNE41x7F9r/uFv1U7oyCDe5UJMQm+bN/swRTqu3V0DgG92BhlmZa0bN3jWaTaoxhoUO2UtkG/02sYGAGrFoCQc6wKQ8DRNTOVSsWXS618v9/3Zar5S88KK2gPQzEAGgIow5SfF9hk7aMY0MmikQI459Xi2E2bNQFZiNKWyUOTKFoPUAswNjc38fbbb+PevXteawKcHJRWdRtCt7pI7cFoAQ+AVK4LlS54r5P6o6h6WaUm3aSxMGvrSGdVs5oZVNOdK5AJJRikrT80BvqZgiuVhFRbYhmT1qUSMKVbACkmpeuDY6lMfmlpCdvb25iZmcHMzAxqtVpK8tKDKQbqhqXLAjR56rN1nkWT8UGl0CExzPjn5TGhcnU/2ZusnXOoVCqoVqtoNBqYnZ31WXL7/b53LLZZi2O81a5VaybSPRQyGYXGRO/Y00M49HxsnJWX6WcxaV4/D5nI8pwH+tsCJCCttbWAjNoW5b/26hmbhV7fV9/FK1eu+CSN5N96iapmVKZGR8s7zx49D4/Jyx8GaW0uiseMFMAZROdhGHk+y1Kl8SDlJteNv7+/j62tLSwtLWFpaQlPnz7190wpZdmlQ0CG9YY2A3+4qfQuJW4CHtyTk5MolUp+81HSoDShzr56qKv2wzo2Wy0W2zcxMeHDR6llstqWkOnN1kdSW7Nm9WRZITARkzYIcCgFUwK1dfJdO+f7+/v+4Gi1WqhWq5idncXCwoJn5Pp8lgQ7ypqPQVJc7P8PE+lBcdZ+noVJcy3rpZlMA8F9TkfiRqOBmZkZFIvFFBiiU2ooqZ/WY3lOrC38PmY21j3NtltTDQXBkOBm6+TvELjRZ6w/Xshko8+H9qKtJ/SeBiGEwJkKneSrzh05YJdKJc8P6b8U0+CoMAjAgyPyLvpc0eWAQKff73uwo0JgXq1iFg1z5ma9HyvjsnnIBwLghBZD1oAPKzmHtAYhBqCHKTfT8+fPsbq6ikePHmFxcRHr6+vodDr+kLPaHgtyQgsoBGS0DUrcNHt7e34jsZ5er+efI8gpl8upC9/0h5uVTEnbYsFfyA8HSCe70ru0LBMKMRurFdLn7RhZk56VQO24cpx6vZ5nEsp8lUmHVN5kQPv7++j1epiYmEjd8E6zFbO92vGyzDlEg5hB6POLZhAq1Q86hGKfvSoanhjlORRCYFcPSYIbAhuawWu1Gq5evYpGo4FqtYrp6Wkv6FDK598hbUNM4xLiP8oTQloLPkONg91rvBkbSN9PFdK4KM8h6R6PjZ/yF1tGrK/6fcyPLkS279oH9pkaGgIc8gS2VaNZQ22x54Wat4rFIgqFgvcF5Lyzn1wjfDek6coCe7Y99v/L2NeDBIjY93nb8oEAOOelkEo1JkVYkGM1G3yffjAbGxt47733cO/evdQdUbwugQuwUDhKjhXS4ugBrm0KXedgGY1zJ5dDAvA+NgBSzsXA0aKnRKGaHG2H9lfHixtI67WMSp/R8th/jq3VAOWZM74XYkjKMFRytOOpGhw1T8VyTNgxp3S6t7fnNVTUBvX7fVSrVS91qU/BIO2Sfh76PwZ+sygvkLKk4CYkrX6YtTZKwzD0vHNi39HnabawJimmliC4uXbtGhYWFrwzMSV7Te2vPErbZ/tn2x/qP8tRgUN5gtajVzkAJ/mjNPkny1FH2awxDVFIyKPmIiScxcqNCR15QL71GVIzEtvDZIjUrlsTluW3CnDYpkKh4MugGbJQKPjEjVwv1OIkSZIyWYU006ExuYx9nQX0YwKgvhv7XH8PopEBOHk0LIOet+BE3w0x7ix0SODAw1kz9jrn0Gq18PTpU7z77rtYXl72hxwXNiUK2sGporULLuQoy8+5MXTx6wQ7d5Ja3fZZ73Hq9XpYWVnB9va2vxqCm4bRWOocZxPxsS8ATl1KCZwk0NNrDhjdxbYp4w3Nrc6bbm6dWwWmfIZjQmCjkh3bA5xkJaZ/gvoK1Wo132+WaZM5sp80E9CRk21699130Wg0MDc3528rZwZp/ugasiB7ECCxz2VJp3k2/1mloldJOxNbq/b7YcBQiGFrtluaowhu6Gxar9cxPz+PhYUFFItFL2DxMkcg7Uyr4MSakLIOidjBbgUrEjUXGsbMIAeCoW63m7oqolwuI0mSVPSVbQPbYaOo7Pq3wqH191GTWkgbpb9Zri1TwV1IuFOtG3kogQmFHQA+opW8RusKuQ7s7+97LQ7LI09j9uper5e6gXxqaspnnNbUIYPW5yA+NEggGwQmY2VmgaCz8jGlkQE4wMUyzxBS5986mWqm0EVG5y0iZCLjJElw//593L9/30dI2XKUYQEnOVN2dnZQqVRSBycZg0pfIe2S3Wx6kGt5ZDi6wNmOdruNd999F71eD2+++SZu3bqFmZmZU74tMdOS3u6tbdK6+RnHT9ttNUAKHJQ56aa346BSjmpu2AaOIxkCcHJXT6fT8QkQmbSvWq36utk3ZRI0+1FzQ8ZNZ2XOHa/Q2NzcRLVaxc2bN3Hr1i0Ui0XfvoODA5RKpZS0zf5byTi2F6zkPQioZDGsYbQ8ecp8lSkmcGU9y/XKw5+/qbWZmZnB7OwsZmdn0Wg0UKvVvOaQjvIUItQHT82uul9CEYN2XkP8x+55zVnD38z7BcADHEZ0NptNtFotdDod7Ozs+PuVisWi32OqfRnmkFVftxjPtO/ojy03tO+sdlfBDfc1tWg8K5jheXp62veNfEjbq2VoKg+bLBWA1+DwouBKpYLd3V20Wi1sb2+ngif29/dTGiSbjyfW1xjA1fEb9LnlLZcpFA0qe6QATmxgh5WQ8qBBi8pDWSR3d3cxOTnpgc7a2hreeecdPH36FJ1Ox6sI1UmX5ZDxUIrXm7/14B9E2k7bRzJIXbiq6SHjI8gh8n///fexvb2NlZUVfPM3fzPu3r3rwQc3IhkpN0ihcHIdgTJTu2HYFpp+7Gexhc+/NSrLzqf2T8MtrS8RgSMdwOk3s7Ozg3a7jW63m2Igs7Oz2Nra8sCMTFxNeRplpXNBYMgrMTjHXBvXrl1DtVr1c86QfYJFAp2QzVzJgvTzkDKxkEZhGGnqVQI7w/ChrDJU4/j8+XP0ej3v9A4caUlrtRoWFhbQaDRQqVS8rw2ldvXNAdLZuQGkhDbVbFothLbLtpH8IOSPZ7VEAE457TN6iIfx1tYWtra2vFabztC8QdvusdgBzHbZ8SSP07byb13v+s4gCpmaLT9iP9QdYWJiwt8DSL6nz2k5FJ4swFGHZZIGMzBVBXkWr+xgeZx78ht9l+3PWs8XpVXJquc8glOevThSAAcYzGDzdMqWEQI39qC1m5ULgY6pa2trePz4MRYXF9FqtVLaGQApqYYAQcvV2795kFrNje2flbK4UaypSvtiQ6VVU6QgS1Wq+/v7uH37Nmq1GiYnJ/2BbsckSZKU2cVuPtWC6P/c9JYx2X6G5srOawjMhKQyMhRudjoX814eG0Jbq9X8ewSNnN+QaVH9DLR/wIna3jmHvb09NBoNn4TN+hGFTAdZ2hXtnx27EGVpeWKMKEt7o3XH/v8g0FmByqC+Zo0V15aCGzVHUeNRrVa9qZNSOzU9jOJTDaBqahRgaDBBrO3DgBzLm5Q/8XnyRW0DAT5NLdvb2x6kadj01NSU1zprPSGzvuWNbLu6EcQ0MyGh0ZLywFA/dT4JNDleBDc2B45GubF+CteqiVJLAAGwghr+Te0/M1dPTk5iZ2cnFWmlQhSv1NBoNitAhsZLKYs3ZdF5z3X7fd79OxIAJ8YwzzMgecq0k6vInn9vb2/j2bNnWFxcxKNHj4KOZBqxwMONi9AeZpqVkloG5qXRDMCxCc3S/LAedRy2/aZ/yf7+PprNZsrh9vbt2960YyUl66OioMkyP2UCykT4bGiDKDMF0hlNLZizwCbUVzJ2MoidnR20Wi20Wi1/oHAOkyRBtVr1c6fAh4BVQ+w5fwStqp3Ssd/Y2PBao52dHSwsLGBubi7FhLkGQjl8bL9ClJfZ5NE+DFpXZ6l3FClrLw0rtYYk+9CBoWuXh4+Gf09OTqJSqWBmZsb7cvHgomnDJvnTPa2ARE2+3Ec87FQjY/tgD6+QxsI+z3qU/6mGglocgjcKdltbW943h2u/VCqh3++ntMYxfmfHmu1TAdU+G3qf79lnrNlcx1nnU31m+B7NUwzoID9STY0Sy6SWl3XxbKAJjHOpPo/UzBBEElSpppptpMme45PHNydEZwU5lkJrLVTXoHezaCQADnD6srXQQThoUep3+rw9CO0zlKiUKfR6PWxvb+O9997D8vIytra2UhIYDzge2mRcNEFRgqc/B306NMEcNTn8O9Qfu8Gs1706IiuT00R7VHmWSiVvUuGi39vbw8OHD9FsNvGJT3wCH/vYx3Dr1i3PYLSeqakpdDodL0UQ5Gg7lQGoalvHy86B9k/nXvuh74Tm037HPvNgaDab2NjYwNbWlo92o0RULBbR6/Vw5coVlMtllEol///KyoqPWDg8PMTc3Bxu3rzpo1gYnq/tJ9EJtNvtotVqodlseuZHaVYlvyz/g/NQ3gP6LO9/GOg8WrA876t2g75bamKanp72Cfvq9Xoqt02v10v9KJ9ScKEaHK4nAgvuQx6sfE4PuJiAQtK1rWYOvqsgRw99+qdNT0+jXC57J+RSqYT19XUPdGjW5f7jHrGm2zzaReUjIQBrAVtIsLDni/IV9p2gxQo+xWLR3wlG0EJtDM8CBbzAkQaZpkiaFskz+B6TPKr25vDwEKVSyQMbAivyaB1bgh3yc5u7K0trExunvJ9bGkYwO08ZIwNwLIUkjbwUkkZC36vGgLbSw8NDtNtt3Lt3D++99x6azab3s2F+G3UcVX8dAP4QJ/DghiiVStjb20O5XPaSS5Ic3QBMXw8yiRiythlzdaNplFIMZLTb7ZRUQQDW7/fx+PFjbG9v48GDB/j4xz+OT33qU76f3Aibm5uYmZk5VZ+qwi3QAU7fJm5V5lbTZSVNfhdyktTn2S4Fb51OB5ubm1hdXcXy8jLW19e9FOzc0b0udDSmCXFychJzc3P4nd/5HW/LZj0ESLdv3/Zj0ev1UCqVUipsHiJcD9vb22i1Wmi327h16xauXr3qTYKcW33fMo0QYz8v8IiV8WEHNIPoovqv65IaG00rwKR9V69exfz8vM9rQ8m92+2i2+16jSN9tRRghMy0wIk/jJpZuMZjwmRMCFR+yTr5HnCyH5V/UeBTn7RSqYRSqeTD3BuNBtbW1vD06VNsb2+j3W77vVStVlGtVk9pc1ivakHzkF3rbLP2W8fJjinBDX9zHNT8Q41+uVxGvV5HtVr1vJHAVs1G6jc0PT3toy+np6c9wJmensbW1lYqizXdCGyQBceqVqt5INlqtfwaosBFoYxmQxttpSBZ10HW2OahLKVEqKyL2IcjC3DygJvYgOX9DIB3wioUCmi1WlhdXcWDBw/w6NEjdDodv0DpRAqcZNSlBN9ut1N5HXgfDA84LmiqL6nhoYaBDnY8xLnQdIK5kBVM6EGqi1OZnmqWGOnT6/W8OpNlF4tFPH/+HCsrK+h2u1hZWcF3f/d34+7du7695XIZu7u7vo0hphjL/8I5IHOy6t+8ZgN9j/3TvpKZ8u6ozc1NrK+vY21tzUcaUOriXFGzogx1Z2cHn/zkJ/H1r38d7Xbb131wcID19XUfyVCtVv1dY5SQOE88UDj309PTPhHkysoK5ufncf36dczNzaX6mxfYX5SqmJSHAX2YKEsbOOg9ewgoWU0GTVGMcikUCv7m7/n5eczPz3tzFPPaUPNIPxUKEurgH9JA8H+NWKT2lG3TFAmq9dUxUbLrjH/TbK28x2ohkyTx5l36xFUqFa9lqFarqFQqePLkiT/IO51O6lmNtFL+EDsMlS8OAvGDvlPeohoX/Y5jwLDwSqXiE6qqNllNi6p505xH5EsTExPeZEmTJgGSav6tNohgZXJy0l/1QP9DRpGSJ1GYo+lQk5TGsiHHaFjeETsfhqE8z48UwAkx9jzq37OgQm4AajCePHmCJ0+eYGVlBaurq54RceFY+2eSJF7VTHWh1qOMiG2gNK/hy0TTunlVQiGpE7NKb7ohrGZKmVeSHEVgEGTZMESOh+bjoNbm9u3buHr1aiqPi46JNSXx89AC5uaxzEK/D82fbggLlFhGkqTNAM1m00dutFotD/SUAVqwSFt3vV5HoVBAvV73UVise39/34e8UsvFnBVkairpcb74P/PwkJl3u12f34Rq57x+EsNIPHn2SpbWM1Rnnno/iKRrLe9zupdUa6Ph3/S1oeN5o9FAqVTyQIDgXB3hgfR9cSFgFgM5AFKHnpqOdA8OAtUhjanueyusWB867jEKA6VSyWtPCcDK5TK2t7f9Idztdv04MoGmCpLKI7OATGzPDAK4FgTa51k2/YrYRpqZFORaJ2Rt//Pnz7G1teW1dwC88KkaFq4RzXGm7QCQipxlYleCGApvHF8Kv/TPUSEcOH2ze4guSiCK8f3Y3IRAbohGCuCEzFJZjFWfsd9ZU0joXW689fV1PHjwACsrK16KoDZFnce0fTxI6VujDrihtmpZKk2RoYUidUJttgd7SK2oi13Hj8xSgRv7yT6ynH6/j3v37qHX66HZbOLu3bu4du0a6vV6immoaYkMjwBEQ9gtQLF9sXPETaxgLjamqr3RW5fb7Ta2t7fRbDa9apbjYjVIBEesi9FiCwsLXsLiWJFRd7tdzM3NndI+sSzbJw3F1+guAq96ve5NiLEL9CzwHURZ4CMPILrI9z5IlIe5Kim4YWSN5iTh4VGr1TA3N+dNGKVSCQBSvjn6Dtcpf6wmIYv4HPehBTm6d0P9yjo8eNBznwPxW7uVV1BrzTKoxaGGs1KpYHNzE1tbWz6ZnTr+M6psGLJ9zNLahPqYNeacF/ry0RdG9znnAIA3L7FsaqqazWYqisxq31TjQ3cK1kHBFDhZf0xzMTk56YENHZKpodbQdDWXsY0hHygdR45RSDAdFR4wUgAHOO2oqRSKrAHCi1ZzQMScqCiJv/POO3j06JG3jRN5WxBBYKJmDtXeZDFElkV0DcBHYNGhVYGS1sv+6kaxkoAepiETDsckSZJU5A/Hmweq3nrb7Xbx4MEDrK2tYXFxEd/6rd+Kt956KyWhqR04pMGyKmWr9mV7rTOxNYEp0LHSG+dLTQF00Gu1Wj40XLVWZADKOFTrRifkGzduoNPpYH193dczMTHhEwdy7q3WKuRXxHpVima7W60WFhYWvMmiVqv5cu0asGtDxyHr/6yDeVgaFQZ2Hso60GNjN0jap9BCM1PoqgXe/q05lLhGKVHz4AqtLwtMYu2ywgcPS+Zg0jw6wOl73+x4hNYb96ON7OL7VltCLSnNNjRD8ZqTWq3mfUhoLtfLQwmKNPeYpUHALLZvrDZOgU0I4KhpSnP5cO9rAIqdT5bHee12ux4k0XynObnUp5M+oZwzrU/PPAq4BCpcc1NTUz6jO3+4FhgxSodlNVvZ8yhL4TAshTRtnIvzlD1yACeLspiLVVnt7Oyk7gEBTi67JFN59uwZvvCFL2Bzc/PU/R2FQsH7qmgZrVYrBSQYJWU3mz2AVMJjW4Cj7JTUEAAnN8hqKKEFSKr1UJORRdOhSzV1E6sGxwIe9mdvb8/7GfGg/87v/E5vwtExV40RL5rjhtP22Y1CcyDnh4yMY6NzFyK+Q+0NQ8I3NjbQbrd9KKrVohUKBb+xOe7AEfBdWlrCm2++6ZnQ5ORkSgOkbQkdfiql2c95KPA9grJOp4OnT5+iVqvh9u3beO2111CpVHzZlHIJvnX+yQhVUmY/LxKMfBiAjZIF4LFn9O8QuODhQJCtGXtpkpqfn8fc3FwKYFDbqFFV3JPqc6MAyrYpa050Tzp3cgGklhkDOZZi0rrVrqpfDuvV9ao3nhPUUZvFS0TpD7e6uurNy/xhYAYPbs3rYoW8rDHS9lmzcAiYKW/kD4FAuVw+JfTpnuS48I5CBWzkLxxLzokK1uRXFNSs4zXbqu0kD6JZi+YujjHXabvd9oIggzOo2dFcPgq4Bu2ZGF2GRjmLPlAABwhreNSxjb81iy43FQ/1R48e4cGDB1heXk6hcx4Mz58/R7FYRL1eTyHjbrfrc59Qc6Nh4UA8PwOJBw4XLjVNCnK4eXWxsp/aJ8ts9Fn1FeKm0fwu+g6/s1EQzGHBTcKQ6ZWVFXzsYx/DRz/6Udy6dQtJkqRuM+/3+2i3294vRR3XqB1StTadlxn5US6XfZuo5VKpxWo0KDXTmY5p4elUrPZvAD4PEEFkr9fzeSTok5UkCTqdDhYXF7G1tXXKbn54eIhut4v19XXU63Xfn6xNSEbKcWd5/IyMZXd3F9vb21haWsKNGzewsLDg77ZS1bSufXv40c/LminPSudhTB9kiqnnFbzS3EigSi1MqVTC3Nycv26B0XqcZ5qjNLoGQCa4iWkgLAhT4v5Q4KR3ylEAIGX544TAnoIAfqZ7NTSG5Mnq81cul72ZZ3Z2FleuXEGj0cDm5qaPQlRfJu7XUJbemNZeBawsMKdjGzLnUSAjYAw5FHNvWtClVyrQ/4XRV8ViMQVKWAdN1wqcbdZmK0ypczfPK2ZX5vpioEStVvOJUJlZm+uS46ymc6tZ1nYM0nYOQ4OA6SD6wAGcQcRFzQWpkuze3h7ee+89LC0t+SRsNE2oZE+HK4IbagdYLiUgIMwMbCSBBR56uDvnfM6Lfv8onLDVankNSUhS57tkKCHbtzIc/SzEHJVRkwGS6XCTFQpHWZ23tra8hmRpaQl3797FRz7yESwsLKTKYNIumzWT7VQmw3rYHgsCyExiKnI9YJjUj+ZGZWKaA0K1RTx8dD52dnawuLiIdrvtGW273Ua73fbzu7u7i62tLdy+fRvNZjMlObF9Oi9WS6ZaHq4t51wKfO3s7GBlZQWNRgOvvfYaFhYW/JgmSeLBtq4VnVddA3kZzocZsGSR9nsQoOOhR4lXfamcc6kIqVqt5rWDPDwIcnjIq3aTP1Z7ENPe5GH0PDR50FH7DKTzuZBCfi5cX/ZADWm0tK2hA0nBkYZO69UNFDpqtRpmZ2d9sOD7wQAAOzFJREFU0ACdZPf397Gzs5PiUVaToxoHjqtqf6x/k/XLs+YpPstzguWooKjCjro6qCBL/sRoKTVJUVjTvDYHBweo1WrodDqpdsXmWn/b9UMeSL5KQbZcLvt8S9TY6wWi5J/0TzyPJuesFKovC5B/oABOSHvDz0Od5AQfHBxgZ2cHT58+xYMHD7C5uenNDdwM+j4XMYENpWA1D+mzIfuz1m9Vn3rIOec8QiaiZ+i4Suzafz3IFNyEgJBqeuzm5/fciJTwWCalPpXIyAjX19fR7XaxtbWF7e1tfPSjH8XCwgJqtRpKpVJK5attCTFvlqt+Nuyb9tMycwU4ZAp6gNj+akQKyyKDoUaNmptnz575NAGlUsm3jZerUvLd3t5OzXVsjSrp/LMPLF8lafaF/aJav9Fo+DBUu2710Ml7+CmFmGboALOUp9+jRrFxskAntObULMocJTw4isUiGo2Gz3VEIEGTAKV3TRKnh61q6Ow+se0n2TbqvtGy2G69oZp732pWYweHPUBjFNI+2zaxHI1uJE9iYsDJyUmUSiWfPG9jY8NnYWc4vdWUcN8T0HGvUHvLqCKNymJ/LajUtrJMakAISmiiVD5q54/+lnpBKtMFXLlyxb9PHkOz+dTUFMrlsvdTorAdm3v+VqFJhS2uA+0HNUIMdQ9FXDF3G9e5gkTbjvNQ3nIuRIPjnPtlAD8CYDVJkk8ef/brAL75+JEGgO0kSb7dOXcXwNcAfP34u88nSfIzuVp7QaQMi5PRbrextLSE9957D9vb2z60m4vTLgKCGV5DD5zcSaSRSApkrBpSyYIKbhK+S0ZDiXx/fx/dbhcAPLomM1RJj21WYEDmododBT2hdvNZMlpKHSqJsB4FOoxSWltbw8bGBj760Y/6kHIyKD1EWD7HmcyAZiiN9qCKlm0MIXcyRg3F1WgUO+5qRmRdNvSUJrjFxUV/gzMjXfr9Pra3t1MJzJiczPoH2UNA16NKjBa8kjjnExMTfk10Oh202228/vrrPjEcVdr2sLNANw9wGfRd7PmLAjcvk9fkHQuCG/UhoTQ+NTWFSqWCer2OhYUF1Ot1L90T3Kimh/tZtSpaZ0hKP+shwvWnZmP6fvDAY990H4bWT1abQlpWjhtw+goEBV/kAfzp9/veNMPcMvyfqTXIKzUhp4IbGyKtpjHyH2rXSCENq/I/nh16bxa1ccqvuA9ZJ53J9/f3MTU1hWq1itnZWczMzPirc9T/pVKp+IzpNGExpUBMc2K1bHYO1BFZXSw4nnoLPD/nJZ7kr2r1IDBSoTG2NrLWjvLJi6Q8GpxfAfD3APxjfpAkyb/Pv51zvwCgKc/fT5Lk2y+ofUMTFzY3yNLSEt5//32fuA+Av5mXKNq5I7s4kWu/38fa2tqpxEf0CVHzh3UwVu0D22M1Jvq8mtD4Hp16aX/l92QCfE5BCD+zzFgXjv2e73DBAydghmOjIJASkD7Psb537x4WFxdx/fp1fMu3fAu+4zu+IwWI2FbnXEozxrFvNBreZKgmO9VK2MWvjsVkHtR06LwoA+dG1KgEMpCtrS2fC0lzE7HuarWKq1evYnNzMxVxt76+jmKxGJWi+T/bbM1tFnTq+4x4IzNdXV1Fs9nE7Owsbty4gddff91rc9S5UXMtDQNWhvn8ErQ2v4KXwGtCY6+fk1RbqH4U/X4flUoFs7Oz/soFagXVdKqaG63DauK4XvWZ0IEWOsxsn4DTqSVo/uQap+O6mt3I86zAFgLTtm2hQ40Agb/1Wau5UfMdMxvrFQ8LCwveL0XvXqIphX2meatSqaBYLKJQKPjs0JYH8XsdL10L5GXkFWqe0ugjO58KbrgGJiaO8mzRP2t6ehobGxup1AKHh4fodDool8t+rDhXBKmDwEBoHlQjpa4HzM9GwML8ObwJniarTqeTuiSV79HaMKhdse/OAmwGaRCBHAAnSZI/OJaWQo1yAP4ygH9j2MYF6glKC3k7rsyWTOdLX/oS7t+/n7oDiBuYm46bvVqtAjgyQfBKBi5oAgv68UxPT5/KXxNi9jHGGSIuNoIKLnb6s6imQbU2lgHxEOff6uti7cksS7U4fI+aKwUobL8idgKuSqWCiYkJbG9v44tf/CLefvttAMDMzAwqlYpv++7uLlZXV7G5uYler4eJiQl813d9F374h3/Y3+jNsHn1CVImzQNAc8lYxz32ixI0mR8PfpXoqtUq1tbW8P777/s7xyYnJ73Tn4LPRqPh+10oFPx9M4Pmnp+FfI1iRJUx6+t0OpiamsL+/r7PzLyysoI7d+7g1q1bqQRj9AWJ7Sud/0Fkn7ksc9SL4jVSZi7AwLmi+Vi1MIVCATMzM7hx44YHNjT70IRCyZcHCZC+MFHnJwTmbTtDZMGQ9kXLYz9UQ6QRhARluvcG1R/6PgsQh0CRAgKuX2pnqImhRoH+OdVq1adxYASQaq5LpRLq9br3cTk4OMCTJ0/w6NEjbGxspAIbWEfM90j9bsg7VJtNvsMyFPhwzdD0VK/XcfXqVX9bvJrWNVybJnImR2R7rc/doD0eE7z4HgVCdV5WoENtU7fb9c7emuOJYIe8iuN50dqYUB8G0Xl9cL4XwLMkSe7JZ2865/4lgBaA/yZJkv8nb2ExNegwA3V4eIjt7W28/fbbWF5eTmV+JPK1k+CcO2UbVcdjHkw8kJjlVzVBqna1G54TYk00wGlnPkoelUrFgy2+x3TuNmGfJUX8CmhCodZahjIHalo4phpaqm2mVNXr9fD48WPf3rm5uRQ40P5SzVkoHGUKvn//Pn7jN34D3/M934M333zTHxA8AJTx64869WlEhjr2UXO0u7ubksYAeBDTbDa9zw2ZlEqNVOPv7e15h2OCTJqIdNx1HuxmVDAcA6kh7Y+atVSCozap3W7jxo0bqNfrqXWpplAFqXlp2OcvkS6U1yhljYv629DMRPDPvC3Xrl3D3Nxc6h4pHlp6wSLXPA9A4GQ9DDJHxTQ1/E6/t9qRkDaH2ijyQR7cyg+paVIgFgKFbINtkwVb2lY77so/1QyoZh/yRYJKCk6aWoLlEJAwKov8myafK1euYG1tzWv1JyYmvJAbAjlso/qtkLfwoCffpEDGedeIJPpn8c4pamra7bb3eWQd/X7fryHOV5ZQZIFL1lqx86SOxBQu1ceGoI4RXzTN0zWA54xGd9mo16x2nwcMZQlc5wU4PwHgV+X/pwDeSJJkwzn3ZwD8r865P5UkScu+6Jz7aQA/DQCzs7P8DEBapZlHq8NNu7Ozg42NDSwuLmJ5edkjYOs8pqYpon4i8BBlIUar+Yj54ADZqa8tE+IhTwkAOLkQVJ3o2AcSQYzmZNAxtGPMuq2GR6UTlksmwfFjxs5nz575Bc/FTkDBCAA69hEssM79/X08e/YMW1tbmJmZweTkJD72sY8BQApUhpglGS+ZDBmAzgPV3LR7czOQSR0eHqLVaqHVankmRSmRZid7AJGJqYbPrkk+r2vYOiySBoGPkKSmc3N4eIjl5WXs7e35XCu1Wi0FbmxZoXVnnx0xuhBeQ38q4LRmNaSponSu5gMCW0b3EMwnSeK1NdwLPDh0zasErtpkC1LyzkVIMIzNs+5/BctqTqYGRTMOA+nQ4Kz6soAax9XySQVO2ja2QZ/XcdTUDqoB575leeSD9Xodt27d8mZtml4Iguz6UOHU+jKqkMXDXS8H5frh91euXEklMiSf7Ha7KXDDfikYVctDTKNmxz8vaODzmopAz0nyOQZkUAjnNTP2ElFqyYHBICe2xmN9GJY/nRngOOeuAPhLAP6MVL4HYO/47z92zt0H8HEAX7TvJ0nyiwB+EQDeeOONJDQAVoIJfU5i5Mvy8jIePXrko6T4PM0+mk9FIyFUSlathmo3gPRGCwEiNQvF+mLGIfgMNxuZJv1LmI1SSdtBKSO0EKzfDBmslZ7UEVad/jQyCoBngjxcrVe9RmTwN9vHeqi2PTw8xNe+9jU0Gg3cvXsX09PTp1TZ9gDQubIghJ9zA7LtzHHEMWSiK/r/MDSTkp86XloKSbKcU7YptBYsWQCdtVYsyOM8NJvN1CEMwN9mbMsYhkIHrXUQvWy6SF4zOzubmO+CdXJN0hRNXxrnnL8tmv42zNukd0hR+6AHo9XeZB1IZwGaMQFGy9b9on1UEzlwpJ3Sw9lqZEJ1W6AW0+7YPuqe1nesyUm1McAJ/7a+PeQL5O0q1FQqFczPz6PdbqPZbGJtbQ2tVsv7n1AzbwUbBaNsn2r3eOir6Zv1UxCZnp72QQv06eSVL/TfUXOcAjUV+nXM7Fjq+FuBKAs0KADXiDYKyzTvU+vNdhLM8UoNKzgD+TQ5MS1Onn0QUiqQzqPB+XMA3k2SZIkfOOeuAthMkuTQOfcRAN8E4EGewuxmtEyAi18XHL/b3d3Fu+++i8ePH2Nra8uDGJvsjBI6E/NR9QechAlykFUTYA9o296YD47tW9YE2sOS/afaeH9/H6urq3j99ddTzAc4ibgBTi7lI2PW9gMnGicFQdp21eaoJkd9laamprC7u4vNzU08fvzY+7EwsoRov1qt+rwNVMUynbn22bkj+zLt48+ePcOdO3e81ofMQsdGpWDrpMk+0A+Cjro8+Kkx3Nvb845zBEA0uVF7w7bb+bbrwK5f1bKpmc3Og10HWocFEiyDbVXGDcD7IfAertdffx3Xrl3zjuFq2rQHXRaTiNGgdX+BdKG8JkQ6j9z7mrxPfc143QLNDDyoqLWhNK7aRys8WX+40FrIA3qVQuAjpBWydal5haYqAKkcPVxzIcBugVVMk52XFCjRLMJwat5bxfnhGKv5jyCIAQjsAw9oJhKcm5tDtVrFs2fP0Gq1PMABTrLA6xwRlOj+47qg1pdmSs3NRT5arVYxMzPjgyh42W6v1/MaHvWBCY21nld2vpXH2DlRivEdfV8FWhVwOY72Es9CoeCdt1XTxLVkrQ6xeR9Gc5mH8oSJ/yqA7wew4JxbAvC3kiT5JQA/jrTKGAA+BeC/c84dADgE8DNJkmzmaUhImlH0rmhWkWK328XnP/95n7hPD0LaZ/lD5MmJUOSq7VBpJ2NcUmjaHrCh/oUOEn3WAhEmXyLD3NzcxObmph8PbiRGQyjyBnDq4FfGo0BOwZKVoqw0BgDLy8vY3NxEq9XyyH5vby/FAK9cuYJut+vTghcKBayurnpHNmUQVENvbm7ia1/7GqrVKj796U/79hF4sA+UjGhWpDTB79nWxcVFbG4eLT86hi8sLKBQKHhws7m5iXa7jX6/j3K5jFqthpmZGe/vZA8pPSQItFTCCq2HkPbHzouuEyBtDuBY6Rwoo1MNFp0TO52OT4TG/ER27XG+YqazPGRBznmY04viNVLfqb3P/aDOxDxo6/U6rl+/7p1DqRFst9seSNsIKV036hNnTR55KAZ4QhoQPh875HTekmMtMf+mtoTrmkCC2l51PA4dllYA0LpVMAnNg5pJeDdTuVz2kVDASWSS8g86DQMnzvma04X8gQEkpVIJV69exWuvvYb19XVsbW1hc3MT+/v7/tJbu7ap7dKQdB74zNFDYZSaGaYkqVarPu2Ec84nS221Wp536mWYofm2gpNdN6E1EduPMQ2Qnrnss54R/J+aqmq16kEOb4KnFpMaIDXbhYTbLJ4RAmf6M0hDnieK6icin/9Hgc8+A+Azg8oMUehAUC2DbrBC4ehOjrW1NXz5y1/GxsZGCkmz81w4RNW874cUQ5MxiVY1GmclC6jsYWgPC4KZqakpNBoNNJtNAECj0UiFtfM5VZlSCtEyrUZHtRTKgLm5NWT0ypUr2Nrawvr6emqTa71UryZJgp/8yZ/0GifW0Wq18Fu/9Vt48uRJKvKhUqmg3+/7OX399dfxfd/3fakNzTZZMEGJh0yt3z/KfbSxsZHKW8EcJRrVQP8c+lTMzMx4KZFM3zIVBX2qbbOgg2OZJbXoPOhv+11oPbLckIMlr9YgE2WUDzVt3GPUtp0V4MR8is5CL4rXmHJS6ngCZ962TOf+mZkZH/lCwYlJ+/ibaxk4ES7s4Q3EfbFIeaXYQYeXLScGcvgcNZ3OOR9BSF5ALZZqAa1PTgi0qDaG/6vpVn90TCYmJnyIMiN5gBNNMut6/vw5lpeX8c4773jtPfdArVbDm2++iVu3bnnBptfrIUkSP6+3bt3yN5drH+v1Osrl8imwRs2/7je2k0kEKTz1ej0453zUV61Ww+TkJHq9HlqtlvdbJEjSyCwVRi2/s/wgZAWIrRULfCwAVaCjZOeSwRjkvY1Gwzt186ocjhPTq3AOs5y4ta7Y97H/QzQymYxjErBV4zrnsL29jSdPnmBpaQnNZjMVx8/36DxHNMwFDJyOLrIoMDbJgygGlvhdSGOUNR4kgjSGqe/s7HhJSDU8POz1PQtuWDbbo9IliUyM7WZ7GaqsDIobXjdmv38URUVwQ2/7mzdv4urVq/jEJz6BVquF9fV1v0E4f4eHh9jY2MDnPvc53L17NwWQeDCrrw03kDpT7+/vo9VqeVMltUDlctk7HWsIL53neOEfpT1Gmdi51f6r6l7HOyahhuae71kQY/eD1XIOcoonCF1dXfV7hHuCBwoPhKy1GyO7P/Iw2lEhO5/WmZjRl5VKBTMzMz7HDQ8xRkkxikRN2txPoXHQtct25AW/ef+3Wtesw8LyQgIImnroDAvAJ7RUP0bbh0GaBeWtFgDqGcB8M6rtteAIONqjW1tbeP/9972gS802zenMOUOhlwEHzh05Hb/++us+kpIaObabJnW7XtQfUc8rjZrq949yejFJIfmbClfqv8N6QloLO378PDS3g56xfCRUR0hzz/Gnz6rmwCEPVR/MdrudOksABE1WIVJBMkZ5hICRATjWFACEGSazEi8tLWF9fd1Lr6oCI0LnAUTVYsjpM8bcz+NbkCWBDVOXTjLRfalU8hKmc+5UZBWJKDtUt0XKXJTKRNT/iPNBFbyCGc1Xw8+oEWFEAh36bt686W8Mpo3cOeejsdju3d1dPHz4EF/84hcxMTGBmzdvemlSHfus+lTHkW0jFQoFf1md3kxM6alcLvvU8MCJxpBgIDSmugFjkqz+ryCF72v7dMOH1oRKwHxfQSrfU2YLwIM94Cg0nhcZqnlKtaWhtTtoP5xVa/MySPkL14+uCa5LJu+r1+te+qb5Qa/P4GFHnpNloomBQLt3Q+AkdtApqfASei9Euna4f6m9ItBRQcIKGRpCHqszJCCo9oj7muXaYAXlTeqDR57ES3YplND/Ra8aAODBqF7XcO3aNdy+fRsHBweptAvc+3pPlPbB7huWq4lG1aePWuGdnR3Ph9hX7kerqcma82H3nGrVYmsgBq4sD+RccH0zcKNUKqXWU7fbPRUEQxrk1mHbFFvHWeMwMgDHqvIVuPCzXq+HBw8e4N69e9jZ2fHPcRHq5PHCRM06TNMJmYB1ZD4vqNHf9vPQJCnzG+TvAxxtIF64tre35xMYzs/Pey0IN4xGMCkTsblwCJ74Pc1MdDzkuHLTTk1Npfx1pqamvE8Tx1MTQPHCvH7/KEJpZ2fHMxFuFgIiMlGqxH/v934PV65cwVtvvYU7d+6kzGaaPI1MhdLn5OSkl97o9EybOg8zSnJUMfPaAxseHwLAIR+C2DwquFHAqmAipkkMka5Vfc9+p8/zEKDJzTmHRqORihax/RiGPkjghsS91+/3ffQTxwkAyuUyrl696qOkVHOj2j/OZ8hkoyr9mDSaF3zkATehPmo5FjzHQFC/3/cAh3uCEZ10ns0qP9Y/fZ78XgETf/QgpvDCNc49oqZ7NWXpfUkhsw81LASm9I25e/euPyeePXvmk5AqaLVlqUaD64Z/k99pklZ1LKZJkwAyFlQTA6shIKvnSUj4stoy5UdZAMeuDd07/J9nAdeKmuk1p5IlKwycZY9k0cgAHJsxkwc1cLRo2u02vvKVr+DBgwf++36/n/Ja5wBNT0/7sFke4EDaZ0EdRK2mI+Z/kweEDEvW/BYqTxejqox3d3f9NQEzMzMpE4k6dOkhaqUOfsb62UdVmfJ7+rkwJJzghKYfPVjffvtt/OEf/iHeeust3Lx5E2+88YZPBvjVr34V3W4XlUrFM8udnR1/4BIgJUmCz372s1hZWcEP/MAP4M0330xpilSi1ERVBwcH3sn58PDQp83nRqPkTabFO1+ovSFwohqb46laRh0ra5oKbdjQoTJoLVhmx7+t5seuGW2Phnm22208fvwYBwcHuHHjho8isabMUDtDz8T6M+qAx2oqAHhBiOD46tWruHr1qt9ve3t7Ps2/Ru+Qj6jGQQ8Bq8EB0nM4SA0fo2E0NPa5ENCmwMd+cZ8A8BoMhsMTNOt+4FiE1qr+Ztv1x64r8icFnNxv9Pvg+UA/m1arhSdPnnizyMHBARqNBm7fvo1KpYIkSTyw0eiwiYkJnxuHGXunpqbw8OFDNJtND8KAkzNKNZ9A2FTLc4cgC4APAKBDOvtDDXbM78Wup5C52r6TJSwp+IjxFQt8dP9bIMUfdShmKPzk5KS/GJUKB76nYeahNgy7rkM0EgCHg6N+DZykbreLZ8+e4eHDh1haOooSJdPWhEI0lTB8WRcW6+BBzQ2iodV6YKk0AYQdc7Vckj6ji1I/swwgliOAB6ou8snJSb8xmCyq1WpheXkZu7u7PpsqAO/gRqbFunUxsf2UOJRBMRS90+l4ZsBIJIJK1aZY09H09DQ+85nP4Hd/93e9w2K5XEardZSHjQcJo7/UR0SzJh8cHOCP/uiPsLq6ik9/+tO4fv16akNRIuLBQx+l7e1tr9EhU2OfqO2i2YpOjDpWFtCqSp5rSJlJiCFY5hMDQfqdNaOGyrQSlV07unY1WeLk5CT29vbw8OFDbG9v48aNG7hz5w5mZ2dTPkwx0v1BCjHGUSfu+93d3ZR5lM7Ec3Nzfi9R20ezAgMXyJiVN1jNmdXaZh1K+p59JqYVUgrta/4OSecWdJDUJ4f8lILk1NSUF6R4WFEzSO24BXscF7tGVHPDeimUcZ1b/w3nnNe8cAwqlQpu3LiBUqmEVquVMhsyZwvvb9LoHgq6vV4Pk5OTPkKOkVtJkuDBgwc+zQVwkvlctUiFQsGbZ8gLdE4IXPRuLfIl+h9qGgldMxYEkjcMWiNW+5NnT4ZAJ9se8i3UNqjzPMed/lvz8/Pe8VivedAyqBmL7Re7BoahkQA4VsoF4DMlPn78GMvLy1hdXfXf2QOAhyOlCvqlhKSDkJ3TInJ+Zw+t0IKxG9mSmopCjoehCdMFZtuj9ZHhNJtNf4cS717hYW5JD27tP0END0RKt1onGTvHhf/TBMXFTgmJl4b2er3UYaDpvGki0kzEdPwlM0qSBI8ePcJv/uZv4sd+7MdQLBZTydeo8aHzXrfbxdraWkrDxwO8Uqlgd3fXgz+2p1AopJyY1UdF50DNQVwHIXBg54/PhsxbIQBt154CYQIxq6GzZjC2g6SAmY6UBM6VSsVrtchsNM8ScKTZUqFC+2X/HlVSQL+7u+sPtEqlgkaj4f1tJiYmvLOoRthwzeghB4SjTrTOQW3K+39WWXYN2oPQam1C7+v3KsCQpqenfTZbAh3ueZZvo2T0gGa5un/U/KPr1mp4WL71vWN+mVqt5uuh6VqftVon8qvd3d3UHVc3btzwCUAZMUqHcvJDzjv99yg8aFoSBXYK6oCTTOrqWGwPeDvfg0zYofkPrZ2QpiZEIdAVq8eaGZMk8VocrhcAKXNw6CyNAe+z0kgAHCCtNqPm5uHDh1heXsb29raXuO1hwgWqTl9aVoiyJspqV/SQ4ed2wmPqe/vdeVVuIamNG/P58+epEHgNW8wiSiBsJ0EGQYoFQdS4xJh7kiReWlHfHjUJqdqX73Ds+SwlAdbT6XRw7949fOELX8C3fdu3+bVA6ZpOn/zpdDqpNjMXBpNq2TFQmzopJJGrdBGTNLI+DzGv0Hzbz0JRG9bsZbVOIdDF76mdA44SH3Ju+Bz3odVcZUVufRAoSRJ/ozPBWqlU8s7EvJmdgFlvDA+B0UFmu5gUmvVM1kEXWzODQNKgz22Zdm+ruZ++OXyn2+16MKRjxP3M70L7jntCtT5Wk8B2WOClwQW85JQRkBRauN/J11QQ4G9qqti/SqWC69ev48aNG15ookDFPhKgaGJEjcTj/gkJtRwfarvs+Fs+Yb/LO59ZayDGs/RM47MhLXFIk2PXqPoXETzS90j9lhS4WeXFefnKSAAce1gcHBxgeXkZ9+7d85JmyJSj0Q/OOb+oqcIE0iG4sUXC5y16ZB4ZS8MAFf05D2VNNBEyw6MZ/UPtBTcTpX5lQio9tdttrz4ETiebC20CO2ZJkngTELO8UnJSPyt1TiNgUmaoGiJuiE6ng8997nNoNBq4du2aBzi8aoGSNhO0MYqL+RkIcKzDWwyA6sa242/BhJpYQ3OWdVjZMdU2hdrJ57m2tWxVKVuzhW03o0+ePn2KyclJzM/Po1AopCKuOB8cR3X4/CBSkiTe8RyAzy9FZ2ICeI2SUlU6EPdHANKMPyYpq6YktBb0ndD/sQMg9ncebZIV4mwdqllVnxxq+3jViQpF3Nsq2euhb6PO7JiExiMEcmh+Yl4wzhPPBjWlAek7/VSz4NyJo2y9XseNGzfQbDZTPlvcb/QvYSg7eRGDF5IkOaWlseOrQMuuj9C82Lmxc6zrIUt4Cq0DnTOrNcuq3653BbJ8lucyTcAUSil88woU0rAgJ+v7kQA4ALyEz7uNvvSlL3mVeL/f94uzVCr5JFt0IqUvh941pQM2yM/FqsT4f0z9bMlK+rauLAZjD7ZYuVnEDUuJk7mBrl+/7p3maHLq9/te60PQs729jXa77TduSJrStsQSfGkfuLGp/iVI4fzZzb+5uemz73JTUGKiczMAbGxs4Pd///fxyU9+EtevX/fhoWQqz58/T/n5UHqgHV41ONpfzZfDflsQo6TgQcdInw9p3KzaV8fQSjLWd4HPWWZg10nMn4frnUya2oylpSUPbBqNhtdiqIkzNA5Zh/OoEnkJfa/m5+dx7do1VKtVr31U/xLgpO+hqMuQZk8ptt/1b10Pdn5DQMUCJatlC9WV1SbbPl0vuvfp85YkiT/YuccApBJ3UpuufdOrCBSg656wY6Eg3vIkamUYDk4NDkEO+YFGdbJvqj1hPzUKc3JyEteuXfOZj9vtti9PHcxZD53QNYCBQhX7oIe/grrQ/IbAio5JlgZmEChRYZ7zZNdLrH77nH2eZVrBjLy+Vqv5M5ogh+NO4Vgjp/MoB7K+HwmAQ8a7urqKlZUVPHjwwIMbi7o3Nja8oy1tfHqXh71c0JJuHm4cC2Z0A+k7XBiDJH0umhjTC1HoMNU2xRYcJc4rV654x+NOp4Pt7W0vZdC3hmBxb2/Ph2rHpBpbdx6pXftA7Uu9XvdSFP2qKpVKSr3b6/UwNzeHmZkZnxm23W57fyoyhoODAxSLRdy7dw97e3u4c+cO5ufn4ZzzNnIeTrxqgUm2kiRBs9lM+ZjQ94QAWW3narIJMZg8B8kgSUzLtgDJSkGca+D05aocb31P54Tf64EInBw4u7u7WFlZQa/X8wc+7+vic845f82GakhDNOqAp1gsotFo4Pr167h+/ToqlYo/KDVJm5pagJM54t/2J0va1nf4Xei5mIQeKxM47Vdoy9f6Y59n1adARx2PDw8P/cW0zESu5jwg7TxMfmS1BDEgr/0N7Q9+RuGJpkfVrKiWn8IT3+d6VjMT55yOx7dv38bExATW1tZ89NPe3p7P9+Kc85pQmrIA+LB1RjBSs2z9eBSghsCxPXt0nkLrZNA6sOvHumHoeg5ppUPrJASuVJvX7/c9cKF2jDnJGDJPrTp5vvppZvHXQeBnJADO4eEhVlZWsLi4iNXVVS9hKaPhxgJOGK7myrFS6yBSLY1FvYpG9flYOfZ7K2loubF2sO22DPu3gh3nXOqaBIKGmZkZH+LMtNl60LHeUCRIrG5lNLrwdaxi4I8SVbvd9oeJSmc8ZPv9k8yfc3NzPt050+fTDFcqlfwN5m+88YYHJdwsKlnpPV3qvU+zFR0E1SlR+x6yP+t82sMtyxyqgNquidAa0M9joIrri4eQRsHYsrSdNDXR5PD8+XM0m00vDV+9ehV37twBEM+YHKJRBzeFQgELCwv+2gVqFPUWcHsAASdm7BgIiJHlLZYfxIBvrKxhmH3WQWS/V6k+BoR0/1MbTMGSGgsbhMB2qcbE+uXE1oxtg2oalAfyLFDztjWvs10A/LMaqk1nc16yy8/m5uZSmkzrrMyDnGsHgE/uNzU15TVDBDh0E6AwTh6jJvsYKM6irPPJrsHQGGpdg+oMAXUVgi1IYj2MYKWfE8ep3W57P1stl+dbTHjIQyMBcPb397G4uIj19XXs7OygUCh4JKzh3/aQBk4mUMPMQlISKWtgrI9DnoEddPjFvstLIWnNHrrqqFYoFDygCDn3WQCoizKE5rUNXLRWvRqTKjUHS5IcedUTgBDZ0yypYAuAD0tleC7Nb2Qo7NPExAQajYYHweoATVUzDzCNaJuamvJSXpKc5NxQjVXMRGjHI/ScXTtZIDDrPZ03Zdh5fcP4HpkogS8ZDoEOGTfHt9fr+RuztfxB2ptRp4mJCczNzaHRaPjkdfSd0PkncX5j8zxoL+cFRLGDKPZcVvmDKASEtO5YO3Tdcx1QQOHzNnu4kgqh1jSVxUezPmcd5Hcsi7yHPEW1seq/A8BrZdRBmIcwc4xpHiTlqwRKNKcrb2E7rAZJ87/E1oL+DlHWd5Z/53nW/q+AZVAbtIyQGZ7zouZxWhYogDLXHbVxKqSG1mPedT8SAOf58+dYWVnxoWOqPiQjZnI5S9aGeBYpi+UAp50B7fuhw2XYzWkpJmnFylQwZ/uv7dSxsI5sWndMyxRa/FnMiGQBqDqp0kymGgaanjSKB4CXgorFIjqdjpccFajQeU1z6fA7qojVYx+Az9FA+zgZkOZFGpbyaA2HAbYhUh+hmI9OqB57ICnAYX4gls956XQ6ePr0aYpZE7QO6uMoAyACYuYzUUdVK0CFzFGk2N7ISyFBIvS+lbBDpIdAVplZ+znPvtZ3LEixh5w+F2qvAkf7nW1rrP8W5Ng5UGGFP5xv5T8E9fQHoVaKztTU9FJA07YqgKGQqMkIbWSVam9CfCZLqI5p3rIo79li681ac7oXQvMfA20EhtQcUwClkEsTMedCk82elUYC4FCFB8BLVETkvEsklJcEOJ2mXslu+JiEG3tP1f1al21HHmk/i7IYTNam5gZTCUXBg+aosSGcIZ8Nvqf91N/6TB5SR1VqCWh6ZFsYbaV9VcbHKJdqtQoAePr0KZxz/k4XXsnRbDb99Q9UbTIvBhkaTZsqORBM25xB1gcjtr5iUv0gJhWjQVoaNYFxDfBZfUdNVqp1UaYOHAkXek0GGfP+/j7u37+PWq2GhYUFD0xjbR5lUKOkwLff76dMLVkmqUFAQX/HxiKk8eTvvHsqBAD4fgjkDCM82e/1fdtm5bsaWWdBU0xLEwM2ebUNdhwsr2a7yMeBE9cGK/QlyYkzMrV5ALwjOs245XIZvV4vdRY9f/7cR22yHZq5mOWS/9LnJ5T/JjY22n9tv/4Ojc2gMzH2TEhAsm3Iaiefs2BTAQ4BHse4Xq/7CFdmnCY/svw0z1ohjQTAUUmem6Xf76PVavmDyaoggZNDQA8jqz1QimkwdBMQ4RNlsp5BpBI1Dx2biE2ftf3PYjz6roZWkihF6MHH79kXzUkTGwsNg83qp9UOWWK5XKA6PjSTcK7ZDtW+sC3KUKenp3H9+nV/ER7t3dQ0KEjREFbavTUluvaDYxEze2obQmMWWoOWAQwCLbY8IOxLNghMZWkWdY2rpopqfH5GKXZmZgYbGxs+hJy3MXPuQ+34IIAcBTAMDdZDCQhnIbeHC2nYPsckXS3b/m0p9l1e0JBHS2Df0zpDa8Ca92MHcYxCwCjUvti7+r5qGTXiib8t+KJ2RbUxjPThDfJTU1Oo1WpIksRrd9Scy7xfLJuaIJbF9zSMnXVqW/h5bH50PkLzkweI2+ey6rWkzyifs/wqVBYBDiN6OW8TExMol8uo1+upPGx0Z9B5yxqTEI0EwHHuJAU3DwmG5xEtWzTI33qg86AhmucA6qFhARIXpG4KLsC8zpVanlJoQ9tQU33PalP4XUiVqT4osYnWw9aORdazsc0SO7hjfaUUpe1k/eon1Ol0fOZlStjOOa81IAAplUq4e/cuHjx4gHa77ZMbdjodb0ah6rNer3sNBklTCFCCV98TjrUyqtiBpP+Hxk6fYZ81iyqfVWkSOH1Q8DldDyGQ5Vz4LptQQkX93jnnL1bkXDnnsLOzg8nJSW+mYkScAvkQaGcdg6IZXxbpXqeflq4Raz7Nw0RDaz8kaGWBFn5uAbU+HzqUQmXYd+w+tWvbrsfQ2s8CHPqOlmP7lFVWDEDauuxnyuf1fTXJ8jnd+yQFGJx3RkWtra0BAKrVKq5cuYKZmRnvNsEzi2YVClGhMoGTaDIVsmgStm3NciewY2DXRGyNWf49qOwsygLSofVrBQZqzVXrNzU15e8mVJ8l+uPE/JUG0UhwITIdMkU1NQAnfiaxzR86tO3GyqsCJsWkbWuusXWyPzHK0uaETF8vggYtHjuWWdKbJWU4VsPGuatWq6nka7u7u6jVal4rxTIIPhYWFpAkib8Ggt8RENOnRCNiLDMgU1HQwed0TYUkIstUrPSSxaztuMbGzDIIkjWl2PIUMFmAbgUDVRvbuoEjoN/tdrG9vY16vY56vZ7KJJ5lHh52v71I0sgOIO27p74lpEF7Iwbu9aCKPaO/L4qsUBM6BC2IGQSeQoBC/8/qZ+h9+12oPVnAxrbFgjXgRKDQOVXHYyCdVZgmfQpm7Xbbh48zMrVQKPiDlz6BFMyskKKAhXWosBM7C0JCVUy44jhYYBMa0xhlAe5B72vdgwRC+44GhFC7VSqVUCqV0O12vYlPHbKHBTkjkZJUJW1K1HnQK2kQKLBSsUWWFiTZxa//6yBnARC78UISeuj/WF2hfofet3Qe5hlbUGdB0qHDQxe3SvycI82KqlI1o3t4+ahuMKo7AXh1p+0LpbRQWKIFsFbrof2JaV9CANAemsOMV9b3WdJwCIiEfK6siVT3BRMnNptNDxhDY2Y/G2WAY9uq4CY03+cBqrHP9Sf0TghwnIXBD3rPHlBnKTv0e9BnobadpW+hshRQKDHPlQ1P1/eoASaQ6XQ6/pJVClDOOQ9u1PKg4EnBjXUqjmm6rIk7a1yyQIkV1kiDeEWId4Q+0/JCP0qx85iClabnYFLWUqmU8h0lHz9LBOdIABzgdDg4TQhcOLEDwkq5ViJVCiFkki4w+7k9+GwZeRngMBqZ82524OKkaG2L9fNxzqU2tv6ENkVoHpMk8aCk3z+6IJOh41Tpaqr1crmMWq2GYrHo1whNDcxfAZwwNA0rZx1cJ9bUpyBIn83axDGwrdJo7PCMHT55NrJlhqE5oPRj26dt0//VH47/t9ttbGxs+GtTYvswBHhGjbS/KlFb05R93h6GMaav7+XVAtl1FToAlYapN/RenvWWVbd9PnQgZ30Wo2HAXtb6siBH1z/5gd5NRSIfYeI/Zm5mgj7V+lKLQwGLAMbmFrNt0HWmezHGNwcJ+vqZBXgxUGLHKs96DtVpBQPL262ZNiREqbBZKBS8MzfdFDjGemWKbUMWjYSJigPBXCd6kZuSZcb8TJmrfh46mK23PcEUyx1WeguZP0hWclFNlQKzLCk9Vl4eyqPWO4vqL3ZgZjFWJWoMlFkeHBz4JIC85Vl9S5gBlCHhV65cQalU8iCI/jr8n0QtDd/h4atjbkEA28TfbEPINBQ60PmZbuKQOTMPw8+S1JRs+9Vspv5GoTpYj/aB5sGpqSns7e1hbW0NS0tLmJubS72nbdExugiAfllEPqCJ5ygUZYE3vqv/2zmy4ESFKh1jW+YgsvVkCVg6p7bfeXiq9tN+ltWmrL7EgEkWz7CgL6vs2L7k3mV56vNigYBe2QLA++ZpNBQvYmXGa81tQxOWttnyDAsEYgK0jo0dC/uM1QKF1lUIcNs25AGPWpY9R9l3nnO2Dvu+msqZ3HdychLVahX1et37WSoYzVoHIRoJgAPAZzLk4bS3t+edjpIkSSWTIsU2fIisH0/Mx8a5tGOmIu+YBigvg9JnOfmxdthD+Dz+ODFJ8iyHUV4wNmiTWC0bs34WCkd5bbrdLqrVqg8dBOA1MwzLdM759xjuPD09jSRJ/DNsh/qOhOY3a05D46Pr4azaCt2sug4GAdIQWT+gULsIcujczTqdc6eiiAqFkxB+OnOvrKzgtddew8LCQgooKoMMCRujRlaiplQeGkPSIK2J/tY9olm/Q3s6a5zUGXoQ5dHWhg5bkhU4huE/WWAoNCb6+UWsE13HIQrtA50XvRtL14IKN/pDSwNNVDZfizX9hsqx/de5iY197DM1h1lBTIUsOxZ8Jhbtm0UWfGpbYneN2Tps2yi08gqdYrHob3PXnF0EmAzpp2Y/RCMBcIjgqOJTBgvALw5SHhQXQo+hjZunbbbcWH0xCkm7lrKYz4ukGOAihcY+T1tjPkgk6w8zPT2NdrvtTVTUJujz9LBneGe1WkWxWEShUPD5kyhVcT2oHTc0FxYAKvMIaaKyAAfLs3Z5W5ea/QatTdserd8eKlkSv+4pmvL0fZaryf/29vbw5MkT1Go1r0LWsdLokVEFOApyKaHHpGpSTAoN/R36PyZJs57QWFk+Zec29LmV3EN1hdqo7dDDKvRuFi+LCXExnhsqJ6SJVAppj7NAqS2fPEBJr02gbw39bihwExQ55/wBy2c0p5ICJArLOg7K50JtzRobfh7iQ1qO8gUFNiEtTpZQFNIcxbRJbJf1ObLntqbzULMcBVYCJJbPKDWeCQQ4GxsbXilC94YQjQzACTFrzS1gF2WW9BNi+qzHPseNrNL4oA0T+n/QAa79zKIYI7OUtVBjB2msTN1Mg8BNHrKM2x60IQmFPjfcFHrfmN5arHZwNSskyUmeCd4txcSCeljbMdG+ZTFaS6HvVU2rkptl+Bep4QhJz/odfzt3Yp6164HzoXtAzVp62G1sbKDb7aZu/R1lQBMiHjQAUgeRUtZ+0nLyfGbBQQiMhMoJSdux8mPrKgRk7GFH/mE1CFqm1QgM065Qf0K8OMQntOy8gpUCn5iGln0kr+EVJsyaTw0wzwj9ocmKlxVPT0/7gAh1hrXzoWXY9g+7f6wG0o5TCMzqb8sbQmMamoPQc/o/AU4oCzH3HTXruu7UTWByctL73Ozv73sNDvMP7e/vY3t7G51Ox+chitFIAJwkSVJImRRD/TyIQyBHpfWsRTPoALNSCz+L0SDJm5NpF0bsvSyJXqUijRRgv4c1peXpXxbF3ssCgDr+hULhFJgtFAr+Ek69U4r5WmyCLJbH9xRE2YOF7RpkIlDK0taENrvV4Ci4DUlgdq4tcLHfq8k1S2NA5sE2hRzwFeBYHzXtX6FQQLvdRqvV8jfCW1CcF6C/bCJIjjH3kEklS3LN298YcAk9FzMRZWkuBh1Y2gYtxwJfu19UMBlkPslDdrzsXISezzq0Q5qF0J7Ve/AUsHCf6pUNll9w/xD4awCDhqSruVPXhppr8oKSENk9p2WG5ixWnuVHdvzUp8bOQewcU9M1te+h9UN+qEIhrTgcQ9V8612BOv52n1gaCYBD6dIyYEZWkUnbTWAPK0uKEoF0cjx+n7d9MYptPNtO+70lC1ZIMRViSEsTWnx2fIY1P53nubzU7/f9dQFJkvi/KRmx7c+fP0etVvN+OZS41KTJjaU+W3qxHp2Rrf9RSNpiX+1nIUc+Zaa6mWMAgGSZHz/TOhS8hYBH1oFHtbtqcew1BGQYmhad/yvgoSq52+1ib2/P37wcEjZGFeA457wwxb+VkYcOnEHgRv/XeuxnJAsQ8oKDmJAQA0JKtp1ZGhTbD/08b/LTy6bQuMZAgxW0VCvD/nAd2AOZN4yrkFAoFPxN2HppJOu2YxvaszGhxM5BFjCxlGVWzHrPts3WEwI49nndH9TiaGSq8kk1Xen5rPlumFjx2rVrKBaL/ion8u9KpYJer4d+v4/5+flon9woMCLn3BqALoD1l9SEhZdU98uq91Wt+1Xs88us+06SJFdfQr1Resm85lVcAy+z7lexz69q3UFeMxIABwCcc19MkuRfe5XqfhX7/DLrfhX7/LLrHkUar79Xo+5Xsc+vct0hGplEf2Ma05jGNKYxjWlMF0VjgDOmMY1pTGMa05g+dDRKAOcXX8G6X8U+v8y6X8U+v+y6R5HG6+/VqPtV7POrXPcpGhkfnDGNaUxjGtOYxjSmi6JR0uCMaUxjGtOYxjSmMV0IvXSA45z78865rzvnvuGc+9lLrut159zvOee+5pz7qnPuPzv+/Oedc8vOuS8d//zQJdX/vnPu7eM6vnj82Zxz7redc/eOf89eQr3fLH37knOu5Zz7G5fRb+fcLzvnVp1zX5HPon10zv3N47n/unPu376Euv9H59y7zrl/5Zz7Tedc4/jzu865nvT9H1xC3dHxvah+R+r9danzfefcl44/v9A+f9DoVeE1rwKfOa7vleM1L4vPZNQ92rzGZkF8kT8AJgDcB/ARAFMAvgzgE5dY300Abx3/XQPwHoBPAPh5AP/lC+jv+wAWzGf/A4CfPf77ZwH8nRcw5isA7lxGvwF8CsBbAL4yqI/HY/9lANMA3jxeCxMXXPe/BeDK8d9/R+q+q89dUr+D43uR/Q7Va77/BQD/7WX0+YP08yrxmleBzxzX8crxmpfFZ2J1m+9Hjte8bA3OnwXwjSRJHiRJ8hzArwH40cuqLEmSp0mS/Mnx320AXwNw67Lqy0k/CuAfHf/9jwD8u5dc378J4H6SJI8uo/AkSf4AwKb5ONbHHwXwa0mS7CVJ8hDAN3C0Ji6s7iRJ/kWSJAfH/34ewO2zlj9s3Rl0Yf3Oqtc55wD8ZQC/epayP2T0qvOaDxWfAV5NXvOy+MygukeV17xsgHMLwKL8v4QXxAScc3cB/GkAf3T80V8/Vi3+8mWob48pAfAvnHN/7Jz76ePPridJ8hQ4YooArl1S3aQfR3oRvoh+x/r4ouf/rwD4P+X/N51z/9I59/vOue+9pDpD4/ui+v29AJ4lSXJPPnsRfR5FepV4zavKZ4BXl9e8TD4DjCivedkAJ3Q5xqWHdTnnqgA+A+BvJEnSAvD3AXwUwLcDeIojVdtl0PckSfIWgB8E8Necc5+6pHqC5JybAvAXAPzG8Ucvqt/RJgU+u5T5d879HIADAP/k+KOnAN5IkuRPA/jPAfxT59zMBVcbG98X1e+fQPqQeRF9HlV6lXjNmM8EmhX47MPCa142nwFGlNe8bICzBOB1+f82gCeXWaFzbhJHDOefJEnyzwEgSZJnSZIcJknSB/APcQ41XhYlSfLk+PcqgN88rueZc+7mcdtuAli9jLqP6QcB/EmSJM+O2/FC+o14H1/I/DvnfgrAjwD4D5JjA/Gx2nbj+O8/xpF9+uMXWW/G+F56v51zVwD8JQC/Lu259D6PML0yvOYV5jPAK8hrXiafAUab17xsgPP/Afgm59ybx6j/xwF89rIqO7YT/hKAryVJ8nfl85vy2F8E8BX77gXUXXHO1fg3jhzSvoKj/v7U8WM/BeB/u+i6hVIo+0X0+5hiffwsgB93zk07594E8E0AvnCRFTvn/jyA/wrAX0iSZEc+v+qcmzj++yPHdT+44Lpj43vp/Qbw5wC8myTJkrTn0vs8wvRK8JpXnM8AryCvecl8BhhlXvOyvJv5A+CHcBRhcB/Az11yXf86jlR0/wrAl45/fgjA/wLg7ePPPwvg5iXU/REcebR/GcBX2VcA8wB+B8C9499zl9T3MoANAHX57ML7jSPG9hTAPo4kiL+a1UcAP3c8918H8IOXUPc3cGSH5nz/g+Nn/73jefgygD8B8O9cQt3R8b2ofofqPf78VwD8jHn2Qvv8Qft5FXjNq8Jnjst95XjNy+IzsbqPPx9ZXjPOZDymMY1pTGMa05g+dPSyTVRjGtOYxjSmMY1pTBdOY4AzpjGNaUxjGtOYPnQ0BjhjGtOYxjSmMY3pQ0djgDOmMY1pTGMa05g+dDQGOGMa05jGNKYxjelDR2OAM6YxjWlMYxrTmD50NAY4YxrTmMY0pjGN6UNHY4AzpjGNaUxjGtOYPnT0/wNpDzLmDqAQDwAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import numpy as np\n",
    "\n",
    "from torch.autograd import Variable\n",
    "from math import exp\n",
    "from PIL import Image\n",
    "from torchvision.utils import save_image, make_grid\n",
    "import matplotlib.pyplot as plt\n",
    "#将最后的矩阵中的元素归一化到0~1之间\n",
    "def minmaxscaler(data):\n",
    "    min = torch.min(data)\n",
    "    max = torch.max(data)\n",
    "    return (data - min)/(max-min)\n",
    "\n",
    "#LoG变换\n",
    "def LoG(img,window,window_size,mode=\"RGB\"):\n",
    "    img1_array = np.array(img,dtype=np.float32)#Image -> array\n",
    "    img1_tensor = torch.from_numpy(img1_array)# array -> tensor\n",
    "    # 处理不同通道数的数据\n",
    "    if mode == 'L':\n",
    "        img1_tensor = img1_tensor.unsqueeze(0).unsqueeze(0)#h,w -> n,c,h,w\n",
    "    else:#RGB or RGBA\n",
    "        img1_tensor = img1_tensor.permute(2,0,1)# h,w,c -> c,h,w\n",
    "        img1_tensor = img1_tensor.unsqueeze(0)#c,h,w -> n,c,h,w\n",
    "    channel = img1_tensor.size()[1]\n",
    "    window = Variable(window.expand(channel, 1, window_size, window_size).contiguous())\n",
    "    output = F.conv2d(img1_tensor, window, padding = window_size//2, groups = channel)\n",
    "    output = minmaxscaler(output)# 归一化到0~1之间\n",
    "    if (channel==4):\n",
    "        save_image(output, \"output.png\", normalize=False)\n",
    "    else:\n",
    "        save_image(output, \"output.jpg\", normalize=False)\n",
    "    return output\n",
    "\n",
    "#近似卷积核\n",
    "window  = torch.Tensor([[[0,1,1,2,2,2,1,1,0],\n",
    "                        [1,2,4,5,5,5,4,2,1],\n",
    "                        [1,4,5,3,0,3,5,4,1],\n",
    "                        [2,5,3,-12,-24,-12,3,5,2],\n",
    "                        [2,5,0,-24,-40,-24,0,5,2],\n",
    "                        [2,5,3,-12,-24,-12,3,5,2],\n",
    "                        [1,4,5,3,0,3,4,4,1],\n",
    "                        [1,2,4,5,5,5,4,2,1],\n",
    "                        [0,1,1,2,2,2,1,1,0]]])\n",
    "window_size = 9\n",
    "img = Image.open(\"./input.jpg\")\n",
    "img = img.convert('L')\n",
    "out=LoG(img,window,window_size,img.mode)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(8, 10))\n",
    "axes = axes.flatten()\n",
    "axes[0].imshow(img,cmap=\"gray\")\n",
    "axes[1].imshow(out[0][0].numpy(),cmap=\"gray\")\n",
    "# axes[0].axis([0, i.shape[1], i.shape[0], 0])\n",
    "# axes[1].axis([0, image.shape[1], image.shape[0], 0])\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}